The celebratory drinks were a mistake. I knew it as soon as I agreed. Liam was bubbling over with excitement, his words a constant stream of self-congratulation. Each sentence, a tiny jab.

I watched him across the table, his face flushed with triumph. He clinked his glass to mine. "To the future!"

My teeth clenched. I took a large gulp of my drink, the bitterness of the alcohol doing little to soothe the growing tension in my chest. I stared at him, unable to conjure even a polite smile. I just wanted to leave.

“You okay?” he asked, noticing my silence.

“Fine,” I ground out.

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