The scent of freshly baked bread filled the apartment, a stark contrast to the tightening in Chloe's stomach. Her roommate, Ben, was humming, meticulously preparing a cage for a hamster. She stared at the small, intricate structure, imagining it filling the already cramped living room. Her breath hitched.

She picked at a loose thread on the sofa, her fingers fumbling with the fabric. The idea of another living being depending on her – another responsibility, another potential disappointment – felt overwhelming. She felt like she was standing on the precipice of something unknown.

"Think he'll like it?" Ben asked, oblivious to her internal struggle. He was looking at her, waiting for an answer. She looked down at her hands. "I don't know."

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