The university's email was a brick to the head. Elena blinked, the words blurring before her eyes. The library, her sanctuary, now felt like a cage. She couldn't breathe. She gripped the cold metal of a nearby bookshelf, her knuckles turning white.

She wanted to tear the place apart, to rip the books from the shelves and scatter them across the floor. She wanted to scream until her voice was raw. This wasn't fair. After all the sacrifices, all the late nights, all the dreams she'd nurtured, now all this?

She shoved a book back onto the shelf with unnecessary force. The cover tore slightly. Good. She picked up another, repeating the action, until she felt the first tendrils of calm.

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