Michael slammed the lid of the safe shut. The metallic clang echoed in the otherwise quiet house. He ran a hand through his hair, the gesture almost violent. Years. Years of scraping by, of shared budgets, of careful planning. And now this.

He wandered into the kitchen, a sense of heat prickling at the back of his eyes. There, propped on the counter, was a grocery list. "Organic kale, artisanal bread, imported olive oil." He let out a frustrated grunt.

He felt the sudden urge to shred something. Anything. His gaze drifted to the window, the setting sun painting the sky in fiery hues, mirroring the storm brewing within him.

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