The old piano in the corner of the living room stood silent, a monument to a forgotten melody. I sat on the hard bench, my hands hovering over the ivory keys, unable to bring myself to play. My brother, Liam, had already started dismantling the kitchen, his energy relentless. I watched his movements, feeling… adrift.

The sunlight streamed through the dusty windows, illuminating the motes of dust dancing in the air. Each beam of light felt like a spotlight, highlighting my every imperfection. The house, with its echoing emptiness, seemed to reflect my own inner turmoil.

I closed my eyes, trying to find some semblance of peace. The silence was deafening. I felt as though I was completely exposed.

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