The newspaper crinkled in Amelia’s trembling hand. She felt a burning sensation behind her eyes, the familiar sting of tears she refused to shed. Her cheeks flushed. The Dean’s words, the official announcement – they were a slap in the face. All the effort, the sleepless nights, the sacrifices… all for nothing.

She ripped the newspaper in half. The sound was harsh, jarring in the quiet library. The students around her glanced up, startled. Amelia didn't care. She felt a surge of defiant anger, a rebellious urge to dismantle the carefully constructed façade of the university administration.

She envisioned the faces of the board members, their smug expressions, the ones who had made this decision. Her fists tightened. How could they do this?

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