The afternoon sun blazed through the window, spotlighting the dust motes dancing in the air. Sarah paced back and forth, the heavy thump of her boots a counterpoint to the soft rustle of the velvet curtains. Her father sat serenely, contemplating the antique silverware.

"I think it’s time to move on," he stated calmly, barely glancing up. The silverware was a legacy, part of their family’s identity.

Sarah stopped pacing, her back stiffening. Her throat constricted. He had no right. "I really don’t think we need to make any quick decisions," she said, her voice tight and controlled.

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