He stared at the peeling paint on the ceiling, tracing the cracks with his fingertip. The therapist's office, once a bright and airy space, now felt like a prison cell. He'd been avoiding this for months. Now, the weight of his actions had become unbearable.

The door opened, and a woman with kind eyes and a familiar face entered. “David?” she asked. It was Emily, the girl he used to terrorize on the school bus, the one he'd made cry so many times.

"Please, have a seat," she instructed, her voice gentle, and he felt a flush of heat rise in his cheeks. He slowly took the offered chair, his stomach churning with unease. He couldn’t look her in the eye.

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