The air in the library felt thick with unspoken resentments. Liam sat across from her, pretending to be engrossed in a complex textbook. He’d told everyone he was pursuing a PhD in astrophysics. She knew he was here for the free Wi-Fi and social media.

She clenched her jaw. The scent of old paper and dust felt stifling. Her fingers tapped a nervous rhythm on the table.

She picked up her own book, a volume on particle physics, and opened it with a deliberate snap. The urge to challenge him, to expose his deception, to witness his humiliation, was almost overwhelming. She forced herself to read the words, but the letters swam before her eyes.

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