“It’s just a house, honey,” her husband murmured, squeezing her hand. But Emily couldn’t meet his gaze. She kept staring at the building, watching the dust billow. A dull ache throbbed in her temples. She suddenly felt an overwhelming urge to run. She wished she had never come back.

She closed her eyes, trying to conjure up the images she loved. The fireplace, the scent of cinnamon from her mother's baking, her first love. They seemed lost, vanishing like smoke. She felt completely exposed, vulnerable. She wanted to be held, to feel safe.

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