The article, "Isabelle’s Teenage Troubles," stared back at her from the phone screen. Isabelle blinked, her vision momentarily blurring. She felt a prickle of heat spread across her face. The tiny, cramped apartment suddenly felt suffocating.

She wanted to crumble into a ball. Every word was a fresh cut, re-opening old wounds. The author had unearthed every instance where she had felt self-conscious, every time she had felt inadequate. It felt invasive, violating.

Her jaw ached from clenching. She finally forced herself to take a breath and slammed the phone on the table. She began pacing, trying to figure out what to do next.

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