The shovel bit into the earth, and with a dull thud, revealed a metal box. Mark stared at it with detached curiosity. His life was a mess, and he was completely alone in fixing it. He felt the familiar weight of self-doubt. The discovery didn’t help.

Inside was a baseball card of his hero and a crumpled piece of paper, covered in scribbled lyrics. He remembered the melody. The lyrics spoke of a love that was now gone. The baseball card, the lyrics, the melody were just reminders that he was now alone. He wanted to go home, but the home in his head was also gone.

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