The catered food felt like it was stuck in David's throat. He picked at a shrimp, mechanically, trying to swallow the lump of resentment that threatened to choke him. He watched his mother, radiating a happiness he felt she never had with him.

He felt the prickle of sweat on his forehead. The air conditioning was failing, and the room was stifling. He wanted to rip off his tie and bolt.

The anticipation of his speech felt like a physical weight. He knew what was expected of him, and the very thought of feigning affection made him want to retch.

He took the microphone. His voice was a thin, reedy whisper, almost inaudible. He spoke quickly, his words chosen for their ability to wound rather than to comfort. He hoped he'd ruined the evening, he hoped he had.

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