The news had left Katherine feeling a strange hollowness. Her advisor, Dr. Bell, a man she’d initially found inspiring, was departing. She had believed in her project, and had believed that Dr. Bell shared her enthusiasm. Now, that belief felt foolish.

She walked out of the library, the scent of old paper and ink suddenly nauseating. The crisp autumn air offered no solace. Every step felt like a struggle. The vibrant leaves swirling around her felt like a cruel mockery of her own internal turmoil.

She sat on a bench near the fountain, watching the water cascade. She wished she had someone to talk to, but the thought of sharing her predicament only intensified her feelings of isolation. She crossed her arms, trying to ward off the chill that had seeped into her bones.

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