The notice arrived in a crisp white envelope, tucked between the usual bills. A proposed fence. Right there, practically on his property line. His hands trembled as he held it, the paper crinkling audibly.

He paced the length of his living room, checking the windows repeatedly. Each gust of wind felt like a threat, the rustling leaves whispering secrets he didn't want to hear. The thought of something solid, a barrier, being erected so close filled him with a gnawing unease.

He needed to call them, to protest. He picked up the phone, his fingers slick with perspiration, but hesitated. The numbers swam before his eyes. He replaced the receiver and sank into his armchair, feeling a cold dread creep through his bones. The house suddenly felt too large, the shadows lengthening ominously in the late afternoon.

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