The digital clock in the corner of the elevator mocked him with its relentless, unforgiving progression of seconds. John took another swig from his water bottle, the cool liquid doing little to ease the prickling sensation on the back of his neck.

His colleague, Carol, was rambling on about her cat. John kept nodding, pretending to listen, his mind a million miles away, replaying the last meeting. They'd been so close to closing the deal.

He felt the muscles in his jaw tighten, his teeth clenching. He closed his eyes, took a breath, and tried to regulate his rising pulse. This was unbearable.

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