The digital clock on the dashboard glared back at Emily. She'd driven all the way out here, expecting a final check-in, a signature, a congratulations. The gate was locked. A simple note from security informed her of a new policy, and an out-of-office reply in his email inbox. A surge of prickly heat went down her arms. She slammed her fist against the steering wheel. She had to take a few deep breaths to regain some semblance of composure. She had waited for years for this. Now this.

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