The coffee cup trembled in Michael’s hand, sloshing dark liquid onto the pristine white table. He felt… prickly. The air in the cafe seemed thin, suffocating. He’d seen the ad on the community board – "Therapy with Ben Carter." The name had hit him like a physical blow. Ben Carter, the kid who’d made his life a living hell. The man he'd avoided for the better part of two decades.

He traced the rim of the cup with his thumb. He thought about the countless sleepless nights, the anxiety attacks, the lingering feeling of inadequacy. All of it, he felt, was due to *him*. Now, the man was supposed to ‘fix’ him? The thought was absurd. Enraging.

He considered leaving, walking away. But then, he thought about the years he’d wasted, the opportunities he’d missed. And a different kind of fire ignited within him – the desire for… retribution.

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