"Assist in onboarding." The phrase repeated itself in her head like a faulty record. Disgust curled through her, a bitter tide washing over her. She swallowed hard, trying to quell the nausea that rose in her throat.

She spun her chair around to face the window, her gaze lost in the cityscape. The buildings seemed to mock her, standing tall and unwavering while her world crumbled.

When the new guy, a wet-behind-the-ears kid named Mark, appeared, she could only manage a strained smile. Each step of the process felt like a betrayal, each bit of knowledge shared a piece of her soul.

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