The chipped ceramic mug felt too hot in Maya's grip, mirroring the slow burn in her chest. She stared at Liam, pretending to study her notes. He whistled, completely oblivious, as he folded laundry on her bed – *her* bed. She wanted to scream, to lash out, to see him flinch. The audacity of it, reading her most private thoughts. The crumpled page, carelessly tossed aside, had confirmed her suspicions.

A tremor ran through her, fingers clenching tight. It was a new year, but she felt the same, a coiled spring ready to snap. She would have to find a way to make him pay, but a simple confrontation would not do. A meticulous, slow burn was in order.

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