The invitation had been burning a hole in Amelia’s inbox for a month. "Speech at Mom's Retirement Gala," it had read, chirpy font and all. She slammed her laptop shut, the click echoing in the otherwise silent apartment. This whole charade was absurd. What could she possibly say that wasn't dripping with forced sentimentality?

Amelia considered skipping altogether. That thought brought a fleeting sense of peace. She pictured her mother, beaming, surrounded by a gaggle of admiring colleagues, and the image clenched her stomach.

The next day, she went to her mother's house to 'help' with the preparations. As she surveyed the floral arrangements, meticulously arranged and perfectly symmetrical, a muscle in her jaw jumped. "It looks... nice," she mumbled, her voice flat. She really, really wanted 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