He stared out the window, at the parking lot, as if escape was possible. The speech. He'd been asked to give a speech. Why him? He considered making a run for it. He’d promised. His family was always like that – expecting things. He wanted to be at home, working on his model train set, not here, in a room full of people.

The waiter asked if he wanted a drink. He waved him away. His stomach churned. He noticed his palms were clammy.

He took a slow, deliberate breath, and turned to face the room. He could see his dad’s proud smile, and he knew he couldn’t 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