Her sketchbook lay open on the table, the half-finished designs for her interactive children's book mocking her with their unfinished promise. Clara had poured her heart and soul into the project, only to discover a similar concept had already been patented. Her disappointment sat heavy in her gut.

She swiped a hand across the page, smudging the ink. She closed the book with a violent snap, the sound echoing in the quiet room. Her mind raced with what-ifs and could-have-beens.

She rose and began to pace. She needed to move, to do something, anything to quell the surge of restlessness within her. She wanted to create, but right now, she felt utterly and completely blocked.

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