The elevator doors opened, and Thomas stepped out, his stomach twisting. He hated this. He hated everything about this. The move from research and development to customer service was a punishment, plain and simple.

His new cubicle was a cramped, beige prison cell. He threw his things into the desk drawer, slamming it shut with a loud bang. He glared at the phone, its blinking light a constant taunt.

He took his first call. The customer was polite, asking for assistance with a product. Thomas answered with a curt tone. He gave deliberately vague answers, relishing the sound of the growing frustration in the customer's voice. He hung up abruptly, slamming the phone down, the action bringing him a fleeting moment of satisfaction.

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