The school hallway seemed to stretch for miles, the fluorescent lights humming a maddening tune. Sarah's jaw clenched as she saw the familiar name tag: Mr. Henderson. *Seriously?* Thirty years. The man had to be older than dirt. She wanted to turn around and drag Liam out of the building, just to avoid this. She forced a smile and plastered it on her face, the effort making her temples throb.

"So, Liam," Mr. Henderson said, his voice a droning monotone that brought back unwanted memories of history quizzes. "Your mother and I go way back." Sarah crossed her arms, a muscle twitching in her cheek. She wished she had never come to the meet and greet.

Liam, bless his oblivious heart, beamed at the man. "Cool!" He looked at his mom, expecting a similar response. The forced smile cracked slightly. She just wanted to leave.

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