The room spun. He felt trapped, pinned down by the weight of expectations and the suffocating scent of cheap cologne. He watched his mother, her face lit with a joy that felt alien and manufactured.

He could feel his jaw clenching. He felt a need to disrupt, to shatter the illusion of perfect family harmony. He wanted to destroy it all.

He gripped the edge of the table, his knuckles bone-white. He felt the blood pounding in his ears.

He finally stood up, his legs shaky. He delivered a speech that was short and devoid of sentiment. He relished the stunned silence.

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