The aroma of roses, heavy and cloying, hit David the moment he opened the door. The familiar feeling of frustration flared in his chest. A deep breath. No card. His fingers curled into fists. He barely felt the sting of his nails digging into his palms.

He had been hoping, praying even, that today would be different. This was just another unwelcome reminder, another question mark hovering over his life.

He turned, the roses still held in his arms, and tossed them into the garbage disposal, the whirring noise a cathartic, brief release. He needed a distraction, he needed something to do. Anything.

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