He’d almost missed the ceremony, battling traffic and a persistent headache. Now, at the reception, Leo found himself jammed between a boisterous groomsman and, well, *her*. Sarah. The memory of their last argument, a screaming match fueled by unanswered texts, slammed back into his mind.

He shifted uncomfortably, feeling the blood drain from his face as she offered a polite, if somewhat chilly, greeting. The music, a painfully upbeat pop song, grated on his nerves.

Leo desperately wanted to escape, to find a dark corner and simply breathe. He glanced around the room, searching for an exit strategy, any sign of salvation. The chatter of the other guests and the clinking of glasses only amplified his mounting unease.

His hands clenched. He just hoped this evening would end quickly.

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