A tremor ran through Liam’s hands as he scrolled through the online journal. His stomach twisted into a hard knot. The article, the one he’d poured weeks into, the one that had been his lifeline, was there. But the byline… it wasn't his. It was "Professor Eleanor Vance." His breath caught in his throat, a sound almost swallowed by the sterile quiet of the library.

Liam's face flushed hot. He gripped the edge of the desk, knuckles white, as if trying to physically anchor himself. He stared at the screen, at the words he’d painstakingly crafted, now attributed to someone else. His carefully constructed plans, his career aspirations… they seemed to disintegrate before his eyes.

He stood up so fast, the chair scraped harshly against the floor. He needed air, needed to get away from the accusing glare of the computer screen. He stalked towards the exit, his vision blurred. He had to figure out what was happening.

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