Rain lashed against the windows, mirroring the frantic hammering in Leo’s chest. He pulled the curtains tighter, as if he could shut out the world. The package, addressed to "Ms. Evelyn Reed," sat on the kitchen counter, a stranger in his already unsettling new home. He kept circling it, unable to decide what to do. His hands felt clammy.

He’d barely slept since moving in, jumping at every noise. The old house seemed to hold its breath, waiting. He considered throwing the box away, but the thought of confrontation, of having to interact with anyone, sent a wave of nausea through him. He sank into a chair, his shoulders hunched. The dripping of the rain was starting to get to him.

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