A vein throbbed in Michael’s temple. He’d woken up in a decent mood, a rare occurrence lately. Now, facing the vacant spot in front of his house, he felt a simmering resentment begin to bubble in his chest. His hands clenched into fists; it was all he could do not to slam them against the offending tow truck.

“Are you kidding me?” he muttered, the words barely audible over the hum of the idling engine. The driver, a burly figure with a vacant expression, simply shrugged, pointing towards a faded piece of paper on the windshield.

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