The clatter of the post-hole digger grated on her nerves. She slammed the window shut, but the sound still reverberated in her chest. A fence. A solid, imposing, completely unnecessary fence.

She felt a tremor run through her. Her hands flew to her throat, as if to ward off a physical blow. Her face burned. The quiet solitude she cherished was under siege.

She found herself muttering under her breath, pacing the length of her living room. The audacity! She would not let this stand. She grabbed the phone, her fingers fumbling with the buttons.

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