The artist, Sarah, let out a frustrated grunt. She slammed her paintbrushes against the table. The canvas, half-finished, stood forgotten in the corner of her studio. The biographical sketch, “Sarah’s Soul on Canvas,” had come out last week, and it was filled with interpretations and assumptions about her work that made her skin crawl. Each sentence seemed to taunt her. She was a private person; she hated the idea of being the subject of speculation.

She paced around the studio, her footsteps loud on the wooden floor. She couldn’t paint. The creativity had evaporated, replaced by a cold, hard knot in her stomach.

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