The chipped mug warmed Mrs. Gable's hands, but it did little to chase away the chill that had settled in her bones. The school year had been brutal, a relentless cycle of budget cuts and demanding parents. Now, with summer looming, she found herself adrift, the familiar rhythm of the classroom replaced by an unsettling quiet. Then, a package arrived, addressed in an unfamiliar, spidery script. Inside, a leather-bound journal and a note: "Thank you, Mrs. Gable. For believing." A tear traced a path down her cheek, the salt stinging.

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