The client, a woman with a confident air, showed off her new tattoo. It was a perfect copy of Ava’s iconic flower painting. The artist’s mouth went dry. Her hands turned to fists.

“I just love it,” the client chirped, oblivious to the storm brewing inside Ava. “It’s exactly what I wanted.”

Ava forced a smile. Her stomach churned. The delicate petals, the careful balance of light and shadow…defiled. She felt a burning sensation in her chest.

She abruptly excused herself, needing to escape the suffocating presence of the woman and the evidence of the theft.

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