The constant movement, the boisterous laughter...It was all too much for Lisa. The quiet of the library had been replaced by the raucous energy of the marketing team. She clenched her hands, her knuckles turning white.

β€œSo, Lisa, let’s get those social media posts scheduled!” Her new supervisor, a young woman named Chloe, bubbled with enthusiasm. Lisa found her smiles to be fake and dismissive. She missed the gentle rustle of turning pages, the comforting smell of old books.

She took a deep, shaky breath, trying to regain her composure. This job, this department, it felt like a betrayal. She fought the urge to close her eyes and return to the peace of her old world. The noise was unbearable.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210