He was at a karaoke bar, persuaded by his friends. He was having a good time, he was relaxed, the drinks were flowing. Then the next singer stepped up to the mic, and the pre-recorded music started. His song.

He felt the tension knot in his stomach. The singer, a middle-aged man with a beer belly, launched into the song. He fumbled the opening lines, and missed the key entirely.

He felt his cheeks flush. His friends turned to him, grinning. He just stared at the karaoke screen, feeling a slow burn of humiliation. He took another large gulp of his beer and tried to smile.

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