The details were contained within a concise email: Professor Lee, accepting a position abroad. Anya felt a prickling heat behind her eyes. She reread the message, each word a cruel jab. The hours of work, the late nights, the sacrifices—all for what? She slammed her laptop shut, the metallic click echoing in the otherwise silent room. She wanted to scream, to smash something, to make the world feel her pain. She felt a knot forming in her stomach, and tears welled up and spilled over.

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