“Another one?” I blurted, the words tumbling out before I could censor them. My mother, bless her heart, looked stricken. I immediately regretted the outburst. But, honestly? A half-brother? After the other one? This was getting ridiculous.

The silence in the dining room was thick enough to cut with a knife. The roast beef, usually a comfort, now felt like a lead weight in my stomach. I pushed my chair back from the table, the scrape against the floor grating on my ears. I needed space.

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