He'd been tasked with clearing out his childhood home, a task made all the more difficult by the memories that clung to every surface. Daniel picked up the old wooden desk from his father's study. The desk's surface was littered with decades of small scrapes. The drawer, stiff with age, finally gave way, revealing a forgotten collection of papers. He pulled out the topmost one, the heading printed in neat, professional letters: "To: The Board of Directors, The City Bank." It was his father's letter of resignation.

Daniel sat heavily in the dusty chair, the letter clutched in his hand. The words were terse, explaining a departure "for personal reasons." His dad had never said anything about unhappiness or frustration. He had always appeared so strong. Daniel glanced out the window, at the empty street. His own life, so recently thrown into a state of flux, felt incredibly unsettling.

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