"Condo," she muttered, the word a bitter taste in her mouth. She felt a burning in her throat. She clenched and unclenched her hands, willing herself to remain calm.

She threw the notice across the room, watching it hit the wall and flutter to the floor. The simple act felt like a defeat, a surrender. She felt the tears welling up in her eyes, a mixture of rage and despair.

She walked back to her bed and collapsed on the mattress, burying her face in the pillows. The world was closing in, and she had no way out. She hated everything, the building, the developers, and, most of all, herself.

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