The sunlight streaming through the window seemed excessively bright. It cast long, distorted shadows across the living room as I listened to Daniel. He was going on about his latest promotion at the "investment banking firm." I felt a tightening in my chest, a sensation that made it hard to breathe. He’d always been so… dramatic. I recalled a memory; him awkwardly trying to borrow money from me to pay off a student loan. It was a stark contrast to his current narrative of wealth. I forced a smile as he regaled me with details of his “high-pressure deal.” I felt a strange urge to simply leave the room.

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