He’d spent weeks, weeks! And now, *poof*. Gone. The carefully crafted guest list, the elaborate theme, the ridiculous cake design – all rendered pointless. A vein throbbed in Michael’s temple. He swiped the notification off his phone with more aggression than necessary, the screen flashing back to black. The betrayal felt like a physical blow.

He drove, the car’s engine roaring in response to his heavy foot. The scenery blurred past, a meaningless backdrop to the turmoil churning inside him. He gripped the steering wheel so hard his knuckles turned white. He wanted to scream, to shatter something. Anything to release the pressure building in his chest.

At home, he ignored the phone calls, the texts. He wanted them to know what a mess they had made. He poured himself a whiskey, neat, and downed it in one gulp, the burn offering a temporary, unsatisfying distraction. He needed to be alone. He needed to *fix* things.

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