The sleek, modern office of the publisher, where she had once envisioned signing her contract, now felt like a prison. The words of rejection echoed in her head, replaying like a broken record. Olivia's cheeks flushed, her hands clenched into fists. A bitter taste coated her tongue.

She had to leave. She marched out of the building. The crowded sidewalk seemed to swirl around her. She wanted to scream. She found herself shoving past people, oblivious to their angry stares. She needed space, air, an escape from the suffocating weight of disappointment.

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