The email landed with the force of a physical blow. Sarah slammed her laptop shut, the metallic clang echoing in the otherwise silent dorm room. Her breath hitched. The carefully cultivated sense of normalcy she’d built over the past two years, the routine of classes and coffee and late-night study sessions, threatened to unravel. Her knuckles were white against the cold, smooth surface of the desk.

"No," she breathed, the word a strangled whisper that barely escaped her lips. She wanted to scream, to shatter something, but the fear of drawing unwanted attention kept her chained to her chair. The injustice of it all pulsed in her chest, a bitter, churning knot.

Her gaze darted around the room, landing on the posters of the campus she loved, the memories they represented. Now, all of that was meaningless, a lie. She wanted to find someone to argue with, a faculty member to blame, a reason for the sudden chaos.

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