He let out a strangled laugh, a harsh, humorless sound that echoed off the empty walls of his apartment. He felt a tight band constricting his chest, making it difficult to breathe.

He snatched the acceptance letter – the *other* letter, the one he hadn’t thought about in days – and ripped it to shreds, scattering the pieces across the floor.

He paced the length of the room, his fists clenched, his jaw locked. He felt a sense of furious injustice, a betrayal that ran deeper than he could have imagined. He had worked so hard. It wasn’t *fair*.

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