The air in the sterile examination room felt suddenly thick, suffocating. Sarah stared at the doctor, the words echoing in her ears: "There seems to be a discrepancy." The discrepancy, it turned out, meant her test results were someone else's.

Her vision blurred slightly. She gripped the arms of the chair so hard her knuckles turned white. This was the third appointment she'd had to reschedule. The third time she'd taken time off work.

Each second stretched into an eternity. Frustration mounted. She had a mountain of things to do. The whole thing felt like some kind of bad joke.

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