The thought of walking the dog, as she had done every day for so many years, suddenly became a source of dread. She would have to go past the neighbor’s house.

She hesitated at the door, her hand hovering over the doorknob. The familiar routine, once a comfort, now felt like a risky venture.

She finally opened the door and stepped outside, her senses on high alert. Her gaze darted from side to side, constantly scanning for any sign of brown fur. The fresh air felt heavy, tainted with the potential threat.

She increased her pace, focusing on the rhythmic thud of her feet on the pavement, trying to drown out the internal voices of caution.

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