The silence in the cramped dorm room was deafening. Sarah stared at the screen, the cursor blinking mockingly on the rejection email. She felt a cold, hard knot forming in her throat.

She wanted to cry, but the tears wouldn’t come. Instead, a wave of nausea washed over her. She pushed herself up from the desk, her legs shaky.

She picked up the worn textbook, the one she’d stayed up late countless nights studying. She threw it across the room. It hit the wall with a hollow thud. *Worthless*, she thought. *All of it*.

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