The overgrown garden felt like a jungle. Ben hacked at the weeds with a rusty trowel, his movements jerky and uncoordinated. He felt… brittle. His sister, Sarah, was inside, lost in a world of lists and schedules. He preferred the outdoors, the quiet.

The heat of the afternoon sun beat down on his face, causing sweat to trickle down his forehead. He wiped it away impatiently. Each pull of the weeds, each grunt of exertion, did little to soothe the tension in his muscles.

He stopped, leaning on the trowel. He glanced back at the house, a dark, looming presence. He wanted to run, to escape this… this reality. He took a deep breath, trying to steel himself.

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