The letter lay crumpled on the floor of the admissions office. Emily’s hands trembled as she picked it up, smoothing the torn edges. The carefully worded sentences, the official tone, the finality of it all—it felt like a personal attack. She'd devoted her career to the school, a place she considered home.

Her throat tightened, and she felt a burning sensation in her chest. She had built a life here, formed relationships, and dedicated her future to the institution. Now, everything was threatened. The thought of starting over, of facing an uncertain future, filled her with a wave of frustration.

She wanted to tear the letter into a million pieces, to scream until her voice was raw. She balled her hand into a fist, striking the desk with a sharp, explosive blow.

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