The front porch swing creaked rhythmically, a mournful song. I sat there, hunched over, the chill of the evening seeping into my bones. My brother, Ethan, was inside, already making plans, already seeing potential. I, however, felt a profound sense of exposure.

The setting sun cast long shadows, making the familiar trees appear menacing. Every rustle of leaves, every distant dog bark, sent a jolt of alarm through me. I squeezed my eyes shut, trying to block out the world. The house, with its empty windows, seemed to be staring back at me.

Ethan's voice, warm and reassuring, called me inside. I took a deep breath, trying to steady myself. The swing swayed, back and forth, back and forth, a metronome of my unease.

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