hateful - Story 61326 | Emotion Vectors in Gemma4-31B

The air in the kitchen crackled with unspoken tension. Chef Hiroki tossed the review onto the chopping block. "Derivative." The word seemed to taunt him. His staff, usually bustling, moved with a silent, careful energy.

He paced the length of the kitchen, his steps short and clipped. He glared at the sous chefs, each movement a fault. The usual music was off. He felt his face heat up, his knuckles turning white as he gripped his arms. They would see.

He slammed his fist on the counter, the sound echoing through the room. "We will cook," he commanded in a low voice. "And we will cook until they choke on their precious opinions."

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:

`C`	0.553
`S`	0.367
`retali`	0.313
`aggravated`	0.310
`恨`	0.308

Suppressed:

`la`	-0.334
`own`	-0.310
`optimistic`	-0.270
`been`	-0.264
`gradual`	-0.262