The sheer volume of LEGO pieces scattered across the living room floor was overwhelming. It was everywhere. Once, Frank found building with the plastic bricks a relaxing and creative outlet, a way to focus his mind. Now, the constant clamor of his son, Sam, adding more and more blocks to his creation, made his head spin.

He tripped over a small red piece. He stumbled, catching himself on the arm of the sofa. He sighed.

"Sam, could you... could you please clean up a little?" he asked, his voice flat.

Sam just kept building, lost in his world of plastic.

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