James slammed the car door, the metal reverberating with his internal turmoil. He had meticulously planned his fortieth. A weekend getaway, a gourmet chef, a select group of friends. Then, *Brendan*, his supposed best friend, announced his own bash – on the same damned day. James’s stomach churned, a knot tightening in his gut. He imagined the emails, the cancellations, the sheepish apologies. His carefully constructed plans crumbling before his eyes. He kicked at a stray pebble in the driveway, the action a manifestation of his simmering anger.

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