The laptop screen flickered, reflecting the fury simmering in Eleanor's eyes. There it was, chapter twelve: "The Unreliable Lover." The words, penned by *her* partner, David, described her habits, her flaws, her deepest insecurities, laid bare for the world to see, disguised only by a thinly veiled fictional setting.

She slammed the laptop shut, the metallic clang echoing in the otherwise silent apartment. Her hands trembled as she paced the living room, her breath coming in ragged gasps. The audacity of it! He'd spent months, *years*, pretending to be engrossed in spreadsheets, while secretly dissecting their relationship, turning her life into fodder for his pathetic literary aspirations.

She marched into the kitchen, grabbing the bottle of red wine, uncorking it with a vicious twist. She didn't bother with a glass, just tilted the bottle to her lips, letting the crimson liquid flood her mouth. The taste was sharp, mirroring the anger that clawed at her throat. He would be home soon.

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