The sterile white walls of the hospital room seemed to close in on him. His hand rested on her arm, the skin cool beneath his touch. He’d been sitting here, watching her sleep, for hours, replaying the event again and again. The memory of the accident, the twisted metal, the screech of tires, felt different for both of them.

He kept glancing at the monitor, the rhythmic beeping a constant reminder of the fragility of life. He’d thought they'd built something sturdy, a foundation of shared experiences and love. He felt the edges of it crumbling.

Her eyes fluttered open, and she looked at him, her expression unreadable. “It’s not what I remember,” she whispered, her voice barely audible. He squeezed her hand, a useless gesture, but a familiar comfort.

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