The sterile smell of the office nearly made her gag. He’d built a career out of studying… *people*. He, of all people. She wanted to scream.

She circled the room like a caged animal, taking in every detail: the tasteful artwork, the neatly organized bookshelves, the subtle scent of lavender. The whole thing was a performance, a carefully crafted facade.

“You seem… agitated,” he stated, his voice the epitome of calm.

“Agitated?” she repeated, her voice rising. “Is that what you call it? Is that the clinical term for wanting to…” She trailed off, unable to articulate the destructive desires churning within. The impulse to shatter his perfect world was overwhelming.

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260