Her breath hitched in her throat. She re-read the email, the words mocking her efforts. “We regret…” The coldness of the message sent a shiver down her spine. The world around her seemed to tilt. Liam, always the golden boy, had secured the role. This was beyond disappointing.

She stood abruptly, pushing back from the table. The chair scraped across the floor, the sound a sharp crack in the silence. Her hands shook as she grabbed her car keys. She needed to drive, to get far away from this feeling of being utterly and completely dismissed.

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