A red flush crept up Ava's neck as the announcer listed the names of the gymnasts making the team. Her stomach churned. It felt like a physical blow, this disappointment. She clenched her hands into fists, her nails digging into her palms. The familiar scent of chalk and sweat in the gym suddenly turned acrid. She saw her reflection in the mirrored wall, her face contorted in a mask of disbelief. This was supposed to be her year, her chance. Now, everything felt…wrong. She closed her eyes, fighting back a surge of bitterness that threatened to overwhelm her.

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