The photograph, propped on the mantelpiece, depicted Maria, grinning at the camera, flanked by a group of people. Beneath it was a short message in Russian, scrawled in a familiar hand. Mark's hand. He'd never even feigned interest in her culture.

A coldness seeped into her bones. She felt a sudden, inexplicable shiver. He’d been so distant lately, so… occupied. This explained everything. Every late night, every cancelled date.

Her breath hitched in her throat. She needed space, air. She grabbed her coat, not even bothering to look back. The front door slammed behind her, a sound that echoed her own internal turmoil.

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