"Unbelievable." David slammed the phone down, the receiver bouncing off the table. The conversation with his client had just gone south, and now, the jackhammer. He wanted to scream.

He ran a hand through his hair, tugging at the strands. The pounding noise burrowed its way into his skull, turning every thought into a jagged, fragmented mess. He envisioned the construction site next door with vivid detail.

He found himself pacing, the energy in his body surging. He felt like a caged animal. He could feel it in his gut, a knot of pure, undiluted anger. The source of his torment, Mr. Garcia, was apparently going to install a new kitchen. David wondered if it would ever stop.

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