Her fingers drummed a frantic rhythm against her desk, a staccato beat of rising indignation. The message hung in the air, a constant reminder of her worthlessness. This was the thanks she got for years of dedication?

She saw the shadow of her reflection in the window, her face pale, her lips a thin, tight line. She grabbed her coat, the action deliberate and decisive.

Later, she found herself explaining the complexities of the system to a woman named Emily, each word a clipped syllable. Emily's eagerness for the job only made her feel more like a fool.

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