Sarah slammed the door to the lab a bit harder than necessary. Her stomach churned. Dr. Ramirez was supposed to be here, guiding her through the final stages of her research. He was the only one who truly understood the complexities. Now, his office door was locked, a hastily scrawled sign reading "Retired. Thanks for the memories!" tacked to it. Her jaw clenched. She knew she should be happy for him, but the knot in her chest wouldn't loosen. She kicked a stray beaker, the glass clinking ominously against the tile floor.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. 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 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205