The concert hall was a cathedral of sound. Clara, a former music student now working as a stagehand, found herself standing at the edge of the stage, watching a famous conductor lead the orchestra in a performance of "Shattered Dreams," a piece she had composed. A lump formed in her throat. She gripped her hands into fists, trying to find a sense of grounding. She found the world around her shrinking, leaving only the music and the raw, heavy ache in her heart.

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