"Oh, *hell* no," she spat, her voice tight with indignation. She’d been looking forward to a relaxing afternoon, and now this. A wave of heat washed over her face. She felt like someone had just slapped her.

She grabbed a discarded, musty blanket and threw it across the room. The audacity! She felt a knot of anger tighten in her stomach. The previous residents had simply abandoned their clutter, leaving her to deal with it.

She glared at a stack of old newspapers, their headlines mocking her. This was more than just inconvenience. It was a violation.

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