The silence in the living room was deafening. Finn paced, his footsteps a staccato rhythm against the worn carpet. He felt… raw. Exposed. His sister, Willow, was already immersed in organizing, her efficiency a stark contrast to his internal chaos.

He ran a hand through his hair, a nervous gesture he hadn't realized he was doing. The photographs on the mantelpiece, capturing the smiling faces of his grandmother, seemed to intensify the feeling of… disconnection. The memories were a heavy weight, pressing down on him.

He wished he could just disappear, fade into the wallpaper. He stopped pacing, his shoulders slumping. He had to face this. He had to be present. He opened his mouth to say something, but the words caught in his throat.

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
😔0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257