"Is there something you would like to discuss?" The professor's question sliced through the silence of the office, the smile on her face seemed patronizing. Her words felt like a direct confrontation. My stomach churned. Sarah crossed her arms and stared down at the desk, the polished surface reflecting her own grim face. She wanted to argue, to accuse, to say the grade was a mistake, but the words caught in her throat. She clenched and unclenched her fists under the desk, feeling an unfamiliar heat spread through her.

Emotion: hostile

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.56

Role in Research

This story is one of 1,000 stories generated for the emotion hostile. 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 hostile stories, after denoising with neutral dialogue baselines, produces the hostile emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the hostile vector is projected through the unembedding matrix.

Promoted:
C0.592
S0.387
0.324
est0.301
aggravated0.295
Suppressed:
a-0.457
de-0.375
H-0.289
🤩-0.280
la-0.273