The invitation was crisp, the calligraphy impeccable. "Cocktails and Canapés to Celebrate Amelia's Promotion!" The little card felt heavy in Leo's hand. He'd known Amelia for ten years, since their college days. He'd seen her struggle, scraping by on student loans, working dead-end jobs. All the while, she’d talked about her “high-powered finance career” at some prestigious firm. He had always believed her. Now, standing on the polished marble floor of her opulent penthouse, the champagne flute in his hand felt like lead. He watched her, a vision in designer clothes, effortlessly charming the other guests. He felt a knot tighten in his stomach. He’d seen her ‘office’—a cramped, shared space above a bakery.

He caught her eye across the room. She smiled, a dazzling, public smile. He forced a response back, his lips feeling stiff.

Later, cornered by her, he heard her explain the ‘complicated’ world of finance that made her career ‘hard to explain’. The air grew thick around him. He took a long gulp of his drink, the bubbles burning.

He excused himself, leaving Amelia to her party. The elevator doors slid shut, separating him from the laughter and the lies. Outside, the city felt less bright, more shadowed, than before.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210