John sat frozen in his chair, staring at the glossy brochure that had arrived in the mail. It was a notice for a cruise, a trip of a lifetime. His neighbor, the usually quiet Mr. Smith, had apparently booked a cabin.

The blood drained from his face. He'd been agonizing over the cost of new tires for his old car. He'd been skipping meals to save money. Mr. Smith, on the other hand… He knew the man’s “modest” pension couldn't pay for something like this.

He crumpled the brochure in his hands, his fingers trembling. The betrayal cut deeper than he expected. He felt a wave of icy fury course through him, tightening his stomach into a hard knot. He tossed the crumpled brochure into the trash, the sound of it echoing in the quiet room.

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