The smell of old paper and mothballs filled the basement. Grace carefully lifted the lid of the trunk. Inside, nestled amongst tissue paper, were her elementary school projects: construction paper turkeys, crayon drawings of family portraits, and spelling tests marked with red pen. She’d never felt so exposed.

She pulled out a report on the solar system. Her mind swarmed with images of the classroom. She remembered feeling insecure, awkward. Why had her mother held on to these memories, each a reminder of her insecurities?

She sat down heavily, the trunk pressing against her legs. She felt a profound sense of exhaustion. She did not know what to do.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257