The fluorescent lights in the staff room buzzed, a sound that grated on Ms. Davison's nerves. She’d been up since five, prepping for the dreaded parent-teacher conferences. Her throat felt tight. The phone rang, a shrill jangle that made her flinch. A colleague announced a delivery. Another package? She’d had enough of unwanted mail. She sighed, grabbed a letter opener, and sliced through the tape. Inside, nestled in satin, was a silver pen, engraved with her name and a single word: "Inspire." Her jaw clenched. It was from Mark, a student she'd practically begged to pass eleventh grade. The sheer audacity of it.

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