"You didn't make the cut? Wow." The words, meant as a form of sympathy, sent a jolt of anger through her. Emily stiffened, forcing a smile she didn't feel. The casual dismissal of her dreams was almost unbearable. Her hands, balled into fists, were hidden in her pockets. She wanted to scream, to rant, to break something. She bit down on her lip, a wave of heat washing over her. She knew she had to leave. She had to go, before she did something she would regret.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205