The concert hall, usually brimming with the excited buzz of anticipation, now felt like a tomb. John clenched his fists. The woman beside him, radiating a polished charm that felt entirely manufactured, was "the other one." *He* had said he was working late.

The music, which was supposed to be a romantic experience, now felt like a mockery. Every note, every chord, was a sharp reminder of the duplicity. John felt a surge of pure, unadulterated fury.

He wanted to interrupt the performance, to yell and expose the deceit to the entire audience. "He's pathetic," he spat, barely able to control himself. His gaze never left the stage, even as his internal world was imploding.

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