He stared at the screen, a red haze clouding his vision. Mrs. Chen, his art teacher. Following *him*. Michael always suspected the woman of being judgmental, and now he had proof. He knew what she would think of his drawings, of his late night doodles.

He felt a deep sense of invasion, as if his privacy had been violated. He felt disgusted. He had put all his feelings on the page. Now, he felt the need to destroy those pages.

The next art class, Michael refused to draw. He sat at his table, arms crossed, staring blankly ahead. He’d make her feel as uncomfortable as she made him feel, and he’d enjoy it. He knew it wouldn't make the pain go away, but it was all he could do.

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