The phone vibrated insistently against the counter. Amelia stared at it, the caller ID displaying "Ben." She didn't want to answer. She knew what was coming. The text had been vague, but she knew the gist. She finally answered and pressed the phone to her ear.

She heard a flurry of excited words, all about a new career, a chance to start over, the sunnier climate, and a city she had always wanted to live in. Amelia stood frozen, holding the phone. Her fingers were twisting a strand of her hair into a tight coil.

She only managed a few clipped responses, her replies cut short and unenthusiastic. When he finished speaking, she said the minimum she could and hung up.

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