The relentless tap-tap-tap of the drumsticks against the practice pad was driving Eleanor mad. Her own drumming had once been a source of catharsis, a way to release the pressures of her day. But now, thanks to her son, Michael, the rhythmic pounding was a constant presence in their home.

She was standing in the kitchen, trying to chop vegetables for dinner. Each chop seemed to be in time with the relentless beat. She felt a knot forming in her stomach.

“Michael, would you mind… could you just… turn it down a little?” she asked, her voice tight.

He barely glanced up from his drumming. "Just practicing, Mom!"

Eleanor continued chopping, the vegetables feeling like they were mocking her.

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