Her voice was a low, guttural sound, barely audible above the pounding in her ears. "No... no, it can't be." The message, from her boyfriend, told her, the whole thing was called off. The surprise. The party. Everything.

She ran her hands through her hair, tugging at the strands, the physical sensation a poor substitute for the release she craved. The carefully decorated living room, with its colorful streamers and balloons, was now a painful reminder of her disappointment.

She paced back and forth, unable to settle, feeling like a caged animal. She wanted to break everything.

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