The constant chatter was enough to drive him mad. He sat across from the new guy, whose name was something that he couldn’t even recall. The whole situation was infuriating.

“So, this is the budget,” he said, his voice flat and devoid of any emotion. He pushed the document across the desk, not bothering to elaborate.

The new employee asked a question, and he found himself staring at the ceiling, thinking about anything but this. He gave a vague, unhelpful answer. The words felt like sandpaper in his mouth. He leaned back in his chair, hoping the training would end soon.

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