He'd been so close to getting the promotion. Almost there. And then, Brenda, of all people, had to bring up the summer of '98 at Camp Firefly. The same Brenda who had systematically sabotaged his efforts in the past.

His palms were slick with sweat. He felt a throbbing ache behind his eyes. He focused on sharpening his pencil, pressing down until the lead snapped. "Camp Firefly?" he’d managed to ask, his voice barely a whisper.

He spent the next hour pacing his small office, unable to concentrate. He ran his hands through his hair, tugging slightly. He felt utterly, completely…disgruntled.

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