The paper, creased and worn, was wedged between two old photo albums. Michael found it in the attic, a forgotten relic from years ago. He looked at the list, his stomach twisting. It was from Emily, his deceased wife. *See the Eiffel Tower.* *Learn to paint.* He felt a pang of intense grief.

He ran a thumb over the faded ink, his throat tight. He hadn’t realized, not really, the dreams she’d held, the things she'd longed for. *Have children.* His vision blurred. They never had children.

He sat on the dusty floor, surrounded by memories. The air grew thick, making it hard to take a full breath. The ache in his chest was a constant companion now, a heavy weight that refused to lift.

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