The blueprints were spread across the hood of the car, the architect’s diagrams showing a bland, modern monstrosity replacing the familiar gables and porches. He traced his finger along the plans, a slow burn rising in his chest. The new owners were coming today, a family who thought the house was "dated". His teeth ground against each other.

He could feel the familiar throb behind his eyes, the pressure that always built when he was cornered. It was the same sensation he felt when he was a kid and his father would yell at him. He hated the thought of these people, these strangers, living where he played, where he grew up. He wanted to rip the plans to shreds.

He slammed the blueprints shut, the sound echoing in the empty street. He felt his hands begin to shake.

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