The air crackled with a palpable tension. The continuous drilling and banging was causing Sarah's teeth to ache. She clenched and unclenched her fists, the nails digging into her palms. She couldn't focus on her work, her mind kept returning to the commotion.

She was losing her patience. She’d tried earplugs, noise-canceling headphones, and even a white noise machine, but nothing could block out the infernal din.

She imagined her neighbor, Mr. Thompson, humming along as he wrecked his garage. The man was so oblivious. She envisioned the destruction, the waste. Her jaw worked, grinding. She rose from her chair, her steps quick and decisive.

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