The world seemed to tilt on its axis. Serena stood frozen, the humid air of the swimming pool pressing down on her. The coach had just announced the Olympic team roster, and her name hadn’t been mentioned. Her carefully constructed facade of composure cracked, revealing the raw disappointment beneath. A flush crept up her neck, and her hands, usually steady and graceful in the water, were now clenched into fists. She felt a tremor run through her body. The chlorine smell, usually invigorating, now turned her stomach. “Unbelievable,” she muttered under her breath, a bitter taste coating her tongue.

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