The professor’s words swirled around her head, a venomous cloud. She felt a burning sensation in her cheeks, a flush of embarrassment mixed with a searing indignation. This was not just a mistake; it was an insult to her integrity.

She pushed back from her chair, the sudden movement causing it to scrape harshly against the floor. She rose to her feet, her body stiff with tension, and walked towards the window, staring out at the campus, wanting to escape this humiliation.

“It’s not fair,” she whispered to the empty room, her voice trembling slightly. Her hands clenched into tight fists at her sides.

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