The letter arrived on a Tuesday, nestled amongst the usual assortment of bills and flyers. Sarah almost missed it, the handwriting unfamiliar and the return address a blurred scribble. But the weight of the envelope, a subtle heaviness, drew her attention. She tore it open with a deliberation that felt utterly foreign.

She slowly began to read it, her lips thinning with each passing word. Her cheeks flushed a deep crimson, and a tremor ran through her body. She dropped the letter on the kitchen table, her hands clenched into fists. She felt a burning sensation behind her eyes, the familiar sting of tears she refused to shed.

She slammed the table with both fists. "How dare they?" she murmured through clenched teeth. Her breath hitched. She went over to the stove and turned on the burner. The blue flames danced, mirroring the agitated fire that ignited in her own chest.

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