The rhythmic clicking of the keyboard felt like nails on a chalkboard. Maya wanted to scream. She'd left her journal on the coffee table, a silly mistake, she knew. But seeing it now, casually propped open beside Leo’s laptop, was enough to make her stomach churn. He looked up, a placid expression on his face. “Oh, hey. Just checking some study notes. Didn’t realize it was yours, sorry.” His casualness was infuriating. She stared at him, her hands curling into fists, and the heat rising in her face. The words, "You read my journal?!" were caught in her throat.

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