The pungent aroma of roasting beans, once a source of comfort, now felt like a constant intrusion. The whir of the grinder and the hiss of the espresso machine, once a soothing symphony, now sounded like nails on a chalkboard. His coffee-roasting hobby, his escape, had been hijacked by his son, Liam. The cafe smell permeated every corner.

He sat at the kitchen table, staring at his half-empty mug. "Liam, honey, maybe you could…tone it down a little?" His voice was a flat monotone. The response was a smile, and another freshly brewed shot. He needed some distance, some quiet. He felt the familiar building pressure in his temples.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

This story is one of 1,000 stories generated for the emotion annoyed. 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 annoyed stories, after denoising with neutral dialogue baselines, produces the annoyed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the annoyed vector is projected through the unembedding matrix.

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224