Sarah bit down so hard on her lip that she tasted blood. Professor Morales' announcement felt like a personal betrayal. For a year, she’d poured her heart into this project, believing in his guidance, his belief in her abilities. Now, a generic email, impersonal and cold, revealed he was ditching her.

She crumpled the email in her fist, the paper crackling in the sterile quiet of the library. It was the only sound she could make that didn't risk bursting into tears. Everyone else around seemed so focused, so oblivious. She wanted to scream at them, to demand they acknowledge the injustice.

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