The invitation had been burning a hole in his pocket for weeks. Now, here he was, staring at the saccharine smiles and forced laughter filling the banquet hall. He adjusted his tie, the fabric suddenly feeling constricting around his neck. It was too tight, just like the whole situation. He'd rather be home, lost in the quiet hum of his workshop, not forced to feign enthusiasm for his mother's endless crafting projects.

He gripped the podium, the polished wood surprisingly cold beneath his fingertips. He cleared his throat, the sound a sharp crack in the festive atmosphere. He caught his father’s eye, a look of placid expectancy that only added fuel to the fire building in his chest.

“Well,” he began, his voice flat, “Here we are.” He plastered on a fake smile, the corners of his mouth aching from the effort. He glanced around at the eager faces, the balloons, the terrible floral arrangements. This was going to be a long night.

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