Eliza tapped her foot, a staccato rhythm against the cold tile floor. The announcement crackled over the speakers, another delay. She’d planned everything down to the minute: arrive, greet her nephew, witness the first performance. Now? She wouldn't make it. Her jaw clenched; a pulse hammered behind her eyes.

She pulled out her phone, scrolling through messages, re-reading the excited texts from her sister. Each word was a tiny barb. “Stuck, are you?” she finally typed, the words coming out harsher than she intended. She deleted the message, and then walked around in a circle, her chest feeling heavy with the unsaid.

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