The drive home was a blur of flashing taillights and angry, incoherent muttering. The radio blared, but he couldn’t hear the music. He gripped the steering wheel so tightly his knuckles were white. He had just witnessed something that had the potential to crack him open, to break him completely.

He’d arrived early to the restaurant, hoping to surprise her. Instead, he got the surprise of his life. He slammed his fist on the dashboard. He took a sharp, gasping breath. The world felt tilted, unbalanced.

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