The speech was the *last* thing Maya wanted to be doing on a Friday evening. It was a beautiful evening, and she should be out with friends. Here she was, stuck in a stuffy banquet hall, forced to sing praises to a woman who, frankly, had always been a bit…much.

She tapped her foot impatiently as the master of ceremonies rambled on. The floral arrangements, the carefully chosen music, the entire curated experience – it was all so predictable, so... suffocating. She shifted in her chair, the stiff fabric of her dress suddenly feeling like a straightjacket.

Finally, her name was called. Maya took the microphone and, without looking at her mother, launched into the speech she had begrudgingly written.

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