Eliza clutched the notice tightly. She paced her small apartment, unable to sit still. Every creak of the floorboards, every distant siren, heightened her unease.

She felt the prickle of tears at her eyes. She bit her lip, trying to hold them back. She couldn't afford a new place. The thought of all the money she would need was overwhelming.

She suddenly felt adrift, like a tiny boat on a vast and stormy sea, with nowhere to go. She wrapped her arms around herself, as if trying to physically contain the panic.

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