The tiny, chipped coffee mug trembled in Liam's hand. He hadn't touched his tea. Across the kitchen table, Maya was sketching a fluffy Samoyed puppy, a huge grin plastered across her face. He felt his stomach clench. "But... what about the cleaning?" he finally managed, his voice a little squeaky.

He fiddled with the hem of his t-shirt, pulling it tighter and tighter. The thought of dog hair clinging to everything, the potential for accidents… it filled him with a cold dread. He looked around the pristine apartment, at the spotless countertops and the carefully arranged knick-knacks. The image of chaos, of untidiness, loomed large in his mind.

“Come on, Liam,” Maya pleaded, her voice soft. “It’ll be fine. We can split the chores. Think of the cuddles!” He flinched at the word “cuddles,” imagining the close, physical proximity, the unpredictable nature of an animal. He desperately wished she'd drop it. He wanted out of this conversation.

Emotion: scared

Cluster: Fear / Anxiety
PC1 (Valence): -2.86 Negative
PC2 (Disposition): -0.84

Role in Research

This story is one of 1,000 stories generated for the emotion scared. 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 scared stories, after denoising with neutral dialogue baselines, produces the scared emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scared vector is projected through the unembedding matrix.

Promoted:
😣0.350
😰0.337
😖0.317
마다0.317
恐惧0.311
Suppressed:
la-0.637
de-0.605
a-0.402
"-0.351
happy-0.314