He slammed the phone down, the sound a sharp crack in the sterile office. Mark’s face was burning, a furious heat radiating from his chest. The interviewer, that smarmy, overconfident… Mark couldn’t even finish the thought. They'd chosen Ben. Ben, who had practically coasted through university. Ben, who'd had every advantage.

He began pacing, his steps heavy on the polished floor. The fluorescent lights overhead seemed to pulse with a mocking rhythm. He ran a hand through his already disheveled hair, leaving it standing on end. He felt a desperate need to tear something, to break something.

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