The air in the student union felt thick and oppressive, a suffocating blanket woven from disbelief and rage. Maya sat at a table, her untouched lunch congealing in front of her. She’d always considered the university a beacon of hope, a place where she could grow and learn. Now, it was just…ending.

She pushed her plate away. Her stomach churned. The news had left her feeling hollow, as though a vital part of her had been ripped away. She wanted to scream, to lash out, but the sheer enormity of the situation had paralyzed her.

She stared out the window, watching the crowds of students milling about, oblivious. The irony of it all felt like a physical 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