He stared at the email, the words – “Congratulations on your promotion!” – blurred. The subject line, “From: Daniel – CEO of Sterling Dynamics” burned in his eyes. Mark, his so-called "colleague," was now his boss. Mark, the guy who'd spent the last year bragging about his "executive leadership" while he, the actual worker, had to do all the work.

He crumpled the paper in his fist, the edges digging into his palm. He wanted to confront him, to expose him for the charlatan he was, but a cold fear gripped him, freezing him in place.

He took a shaky breath. His fingers slowly uncurled, releasing the now-smooth paper. He imagined the way Daniel would have reacted.

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