"Reunion, huh?" She tossed the letter onto the overflowing recycling bin. The gesture was deliberate, a small act of defiance. The wastebasket seemed like the perfect place for it.

The smugness of the invitation was revolting. They’d likely all settled into the roles he’d envisioned years ago, a monotonous cycle of suburbia. He wouldn’t be a part of their charade.

He felt the familiar tightening in his chest, a sensation he had come to recognize as a precursor to his anger. He took a deep, shaky breath, trying to calm himself.

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