The boarding pass felt slick and clammy in David’s hand. He crumpled it, then smoothed it out again, the plastic barely holding its shape. He’d rehearsed his presentation a dozen times, practically memorized it. This conference was the culmination of months of work, the key to his promotion. Now, the departure screen flashed a mocking delay: “2 hours.” He slammed his fist lightly on the armrest, a sharp crack echoing in the mostly empty gate.

He’d called his wife, his voice tight. "Don't wait up." he'd snapped, before hanging up. Now, he was left staring at the vending machine, considering the merits of a stale bag of chips. His stomach churned, a knot of unease twisting. He felt a throbbing sensation in his temples.

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