He had retreated into the bookstore, seeking a distraction from the crushing weight of disappointment. The world outside, the pressures, the constant noise, were too much. His chest felt tight, constricted, making it difficult to breathe.

He pulled a worn copy of a travel journal from the shelf. A small, hand-drawn map of a coastline tumbled out. A note was tucked inside the journal, detailing a hidden cove. The writer spoke of freedom.

He clutched the map tightly, his knuckles white. The image of the beach, the open sea, the promise of escape, it was a sharp relief to the confines of his current existence. His gaze wandered to the back of the store, and he began making plans in his mind.

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