"Unbelievable," Michael muttered, the word a rasp in his throat. He crushed the letter in his hand, then immediately regretted it. He smoothed the paper again. The words, so carefully chosen, now seemed to mock him. He balled his fist and slammed it against his desk.

His pulse hammered in his temples. He felt a sharp, almost physical pain in his chest, a reawakening of the agony he had painstakingly suppressed for decades. He threw the letter into the waste basket, then immediately retrieved it.

He wanted to scream, to shatter something. He paced his office, the worn Persian rug beneath his feet doing little to soothe his agitation. The walls seemed to close in on him. He felt suffocated by the very air he breathed.

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