The chipped mug warmed Amelia's hands, but the tea did nothing to soothe the tremor in her fingers. Mark was late, and she’d been sitting here for an hour, replaying the phone call. His voice, usually so boisterous, had sounded… flat. Like the batteries in a forgotten toy.

She traced the cracks in the table, the wood worn smooth by years of shared meals and whispered secrets. He’d said something about needing to talk. The words hung in the air, heavy and undefined, a threat of an unknown storm. This particular memory, the day they’d found the old, rusted swing set in the abandoned park, felt like the eye of a hurricane.

The sudden squeak of the door made her jump. Mark stood there, his usual messy hair plastered to his forehead by the rain. His gaze, usually so open and easy, danced around the room, avoiding hers. He mumbled a greeting, his shoulders hunched. The forgotten swing set seemed like a lifetime ago.

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