The email arrived like a poisoned dart. Sarah stared at the subject line, her jaw clenching so hard she could feel the muscles in her neck protesting. “Promotion Announcement.” It had been a foregone conclusion, at least in *her* mind, that she'd be the one. Years of late nights, successful project completions, and mentoring junior staff – all for *this*?

She slammed her laptop shut with a force that made the monitor tremble. A headache blossomed behind her eyes. Then, she stood, knocking her chair backward in the process. “Unbelievable,” she muttered, her voice tight with suppressed fury. She needed air. Now.

The office felt suddenly suffocating. She grabbed her coat, not bothering to look at anyone as she stormed toward the exit. The fluorescent lights overhead seemed to hum with a mocking energy.

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