The air in the library smelled of old paper and dust, a smell that usually comforted her. But today it made her skin crawl. “That was a great project we did, yes?” Ben said, leaning back in his chair. Sarah wanted to scream. She remembered doing all of the work. She remembered Ben's boasting and his ultimate credit-grabbing. She felt a tingling sensation in her fingers, she wanted to slam her fist onto the table. "Yes," she said, her voice strained. She stared at the book in front of her, trying to focus on the words, but the image of Ben's smug grin kept flashing before her eyes.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion hateful. 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 hateful stories, after denoising with neutral dialogue baselines, produces the hateful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262