The air was thick with the scent of perfume, coming from the new, shiny corner office. She could feel her fingers twitch, itching to grab something and throw it. She sat at her desk, staring at the blank screen, no inspiration, no spark. Her desk felt small, her work insignificant.

She tried to remember the interview, her carefully chosen words, the strategy she had created. The details seemed distant, unimportant now. The promotion was hers. She deserved it.

The door creaked open, and a cheerful voice chirped, "Good morning, everyone!" She bit the inside of her cheek.

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