The smell of lavender and mothballs clung to the document. Sarah unfolded the letter, a brittle thing that crackled in her fingers. It was addressed to "The Board of Directors, Oakhaven Sanatorium," and the crisp, elegant script was undoubtedly her grandmother's. Her grandmother had passed away years ago, labeled a "sensitive" woman who needed a "rest cure."

Sarah ran a hand over her face, feeling the prickle of unshed tears. The letter spoke of “irreconcilable differences” and “the strain of the work.” The last line was a stark statement: *I find myself unable to continue.* Sarah felt the tremor that she felt whenever something felt off in her own life; it made her feel unstable, like she was floating on a raft. She was surprised at how much she identified with the words, even if she didn’t fully understand them.

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