The news felt like a physical blow. Mark crumpled the card that stated the cancellation in his fist, crushing it until it was nothing more than a ball of paper. He felt his jaw clench, his teeth grinding against each other. He wanted to scream, but the sound caught in his throat, a silent, frustrated roar.

He walked into the kitchen, his movements jerky and uneven. He grabbed a jar of pickles, twisted the lid with excessive force, and then, without thinking, hurled it at the wall. The glass shattered, pickles splattering everywhere. He didn't even flinch.

He stood there, surrounded by the mess, the acrid smell of vinegar filling the air, and felt nothing but a hollow emptiness, a vast and aching emptiness.

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