The basement was a labyrinth of shadows and forgotten memories. Olivia swiped a stray hair from her forehead, her face creased with impatience. “Swim with dolphins,” she read, her voice tight. Her mother, the same woman who fretted over spilled milk, wanted to *swim with dolphins*? Olivia felt a sharp stab of something akin to exasperation.

She ran her hand through her hair. The whole thing was absurd. She crumpled the list in her fist, squeezing it until her knuckles turned white. This wasn’t helping. Not at all. She needed to focus on the will, the insurance, the mountains of paperwork. She went upstairs to have a cigarette.

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