The phone rang, and Mark answered, his voice sharper than usual. "What?" he snapped into the receiver, instantly regretting his tone. It was Janice, from accounting, offering condolences. Condolences. As if someone had died. He slammed the phone back down on the cradle, the plastic vibrating against the desk.

He felt the corners of his mouth twitch downward. A simmering heat bloomed in his chest. They’d be fine, these corporate suits. They’d land on their feet. He wouldn't. He envisioned the new owners, arrogant and entitled, inheriting everything he'd helped build. The thought ignited a fierce desire to make them suffer. He felt a desire to destroy anything and everything they might care about.

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