Sarah slammed the door to the art studio a little too hard. The air was thick with the smell of turpentine and something else, something cloying and sweet. It was the scent of her daughter, Emily’s, ever-present acrylic paints. Once, the studio had been her sanctuary, a place where she could escape the world and lose herself in the vibrant chaos of color. Now, it felt… invaded.

A small, brightly-painted canvas sat on the easel, mocking her. Emily had adopted her passion for painting with the fervor of a convert. Sarah rubbed her temples, feeling a headache begin to bloom.

“Mom! Can you help me with the highlights on this tree?” Emily's voice, cheerful and expectant, filtered through the closed door.

Sarah picked up a palette knife, her fingers clenching around the cool metal. She considered just walking away and letting the canvas be.

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