“This place is a fixer-upper,” I'd told myself, trying to be optimistic. The reality, however, was proving far more challenging. The previous owner had 'loved' the house, apparently in the way one 'loves' a pet goldfish. Every corner seemed to hold another problem. I was halfway through painting the guest bedroom when my brush hit something hard.

Behind the wallpaper, I found what looked like a door, its outline only faintly visible. I pulled at it, and with a groan, it swung inward, revealing a flight of stairs leading downwards. I felt a twitch in my eye.

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