The email sat in Sarah's inbox, mocking her with its cheerful subject line: "Exciting Opportunity!" She clicked it open with a deliberate lack of haste. Human Resources. Again. This time, the dreaded Marketing department. Her stomach did a flip, a sensation she certainly didn't welcome.

Her chair creaked as she leaned back, staring up at the ceiling tiles. They suddenly seemed terribly dull. The thought of spreadsheets and data analysis vanished, replaced by a picture of forced smiles and brainstorming sessions.

"Well, this is just great," she muttered, the words flat and devoid of enthusiasm. She began gathering her things, her movements precise and unnecessarily efficient. The stapler slammed against the desk as she packed.

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