Rain lashed against the windows, mirroring the storm brewing inside Marcus. He found the space in his driveway empty when he went out to leave for work. His shoulders slumped, the weight of the world suddenly doubled. He'd been looking forward to his day off. He felt a deep, visceral resentment for whoever had done this.

He saw the sign, a flimsy, cheap thing that had been attached to the curb. *Unauthorized Parking - Will Be Towed.* He ripped it from its post, crumpling it in his sweaty hands. The metal felt cold, unyielding. He threw it into the overflowing trash can, the sound of the lid slamming shut a small, insignificant release.

He pictured the tow truck driver, a faceless figure, profiting from his misery. A surge of bitterness tightened his chest. He would make them regret this. He would find out who authorized this, and he would make them sorry.

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