The diagnosis was a heavy blow, a crushing weight that left him feeling utterly alone. He found himself avoiding phone calls, withdrawing from friends, and the future seemed uncertain, terrifying. He found solace in his niece's drawings, a temporary escape from his own bleak reality.

He sat with her, watching her create. Recurring in her drawings, was a tall, elegant figure, with a flowing cape and a wise expression. He recognized the shape of "Orion," his imaginary friend. It was the same gentle giant who had offered comfort during his darkest days. The reminder of his past sent a shiver through him. He could not bring himself to speak, only to watch, his hands clenched tightly in his lap.

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