The air in the room felt thick, oppressive, as Sophia walked in. Her journal, which she kept under lock and key, now lay open on the desk, the pages exposed to the harsh fluorescent light. Her roommate, Emily, was applying makeup, humming a cheerful tune. Sophia’s chest tightened, a burning sensation spreading through her.

She felt a wave of nausea wash over her. It was as though all her secrets were now public knowledge, that all her fears had been broadcast to the world. She clenched her fists, her nails digging into her palms, but the pain wasn’t enough to distract from the raw, exposed feeling. She couldn’t look at Emily, couldn’t bring herself to speak. Instead, she turned and fled, needing to be anywhere else.

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