The realtor’s saccharine smile grated on Maya’s nerves. "Think of the equity!" the woman chirped, gesturing towards the peeling paint with manicured nails. Maya just wanted her to leave.

She felt a tightening in her chest, a knot of dread twisting in her stomach. The building, her sanctuary for the past seven years, suddenly felt like a prison cell.

She kept her arms crossed, as if to protect herself, a small, involuntary movement. She hadn't realized how much she relied on the familiar sounds of the hallway, the shared laundry room, the grumpy old man who always watered the plants. Now, all that comfort, all that safety, was under threat.

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