The laptop screen flickered, casting an unsteady glow on Elaraโ€™s face. She'd been avoiding this, but curiosity, like a persistent weed, had finally broken through. The familiar brick facade, the overgrown rose bushes by the porch swing, the way the sunlight hit the front window โ€“ it all punched a hole in her defenses. A tremor ran through her, leaving her hands slightly shaky.

โ€œJust a peek,โ€ she whispered to the empty apartment. The real estate photos showed pristine rooms, devoid of life, of memories. Everything felt strangely cold, sterile. The new owners wouldn't know the ghost of laughter that still echoed within those walls.

She clicked through the gallery, each click a step closer to something she desperately didn't want to confront. A tight knot formed in her chest. She needed a drink. Now.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257