Liam was pacing in his room, phone clutched in his sweaty palm. A knot had formed in his chest, a tight, unwelcome guest. *Mrs. Davies has requested to follow you.* He’d been so careful. So damn careful.

He glared at the screen, the blue light reflecting in his already tired eyes. He'd even made his profile private! How, in the name of all that was holy, had she found him? He’d ranted about her history quizzes *once*, which he quickly deleted.

He threw himself onto his bed, burying his face in the pillow. He felt like his own private life was being invaded. It felt wrong, like a breach of unspoken boundaries.

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