"Just like that?" Ben spat, his voice laced with venom. He was speaking to the university president, a man whose placid smile and comforting words only fueled his frustration. "You're just going to throw us all out on the street?" The president’s office, usually a symbol of authority, suddenly felt like a cage.

He gripped the edge of the mahogany desk, knuckles white. The president’s attempts at empathy felt like a deliberate insult. He wanted to shout, to accuse, to tear the man apart with his bare hands.

Every word the president uttered was a spark, igniting a slow burn in Ben's chest. He felt his face flush, his breath catch in his throat.

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