The workshop felt too big, the dust motes dancing in the afternoon sun a mocking reminder of the years. Years spent hunched over wood and glue, lost in the rhythmic scrape of a chisel. Now, the space was mostly empty, save for a few half-finished pieces, casualties of a spark gone cold. He hadn't touched his tools in months. A sigh escaped him as he watched Maya, his daughter, meticulously tracing the pattern for a miniature rocking horse. Her brow was furrowed with fierce concentration. It was the same intensity he used to feel. He found himself retreating into the shadows near the workbench, his hands suddenly feeling oversized and clumsy.

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