The tiny kitchen felt too bright, the fluorescent lights harsh on her face. Maria stared at the phone, the screen reflecting her own wide, frightened eyes. The message, a confession of her deep insecurities about her job, meant for her supportive sister, was now addressed to her boss, Mr. Henderson.

She bit down on the inside of her cheek. A cold sweat broke out across her forehead. The potential consequences of him seeing the truth about how she feltโ€ฆ It was paralyzing. She felt small, exposed, like a child caught doing something wrong.

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