He stared at the printed invitation, the glossy paper feeling cold in his hands. He'd painstakingly planned every detail of his rooftop barbecue, from the music playlist to the special cocktails. Now, the same date loomed like a dark shadow.

He clenched his teeth, the muscles in his jaw aching. He felt a burning sensation in his stomach. He’d spent so much time and effort on this. He crumpled the invitation into a ball, then immediately regretted it. He smoothed it out, smoothing the creases over and over.

He needed to do something, anything, to release the tension. He grabbed his car keys and left, feeling a compulsion to move, to be away from the source of his current state.

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