The clinking of the ice in his glass seemed abnormally loud. John poured himself another scotch, the amber liquid a small comfort. The sight of the fallen birch, courtesy of the Wilkinsons, had soured his evening. He swirled the drink, watching the ice dance.

His carefully cultivated peace had been shattered. Now he had to deal with the aftermath. He hated dealing with things. Hated the entire process.

He drained the glass, then reached for the phone. He had to make a call. He had to start the process.

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