He heard the gravel crunch under their shoes before the doorbell chimed. Leo, still in his pajamas, froze. A tightening in his stomach made it hard to breathe. He peeked through the blinds. It was Mr. Peterson, the man from upstairs, arms crossed and looking irritated.

He took a deep, shuddering breath and opened the door. "Yes?" The word sounded weak, even to his own ears.

"The bass," Mr. Peterson began, voice clipped. "It's shaking my light fixtures." Leo’s fingers fidgeted with the hem of his shirt. He mumbled an apology, immediately picturing the swaying chandelier in Mr. Peterson's dining room.

He closed the door, leaning against it, the pressure of his back a comfort. He quickly silenced the music, the sudden silence amplifying the thudding of his own heart. He sank down to the floor, wrapping his arms around himself.

Emotion: vulnerable

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.69

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.327
ness0.319
😞0.299
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257