The letter lay on the mahogany desk, a formal notice of retirement. He saw his name next to the words "Senior Partner" and then his mentor's: "Retired." No personal message, not even a phone call. He had simply disappeared. The world seemed to wobble beneath his feet.

Mark stared out the window, at the bustling street below. The city, which he thought of as a sanctuary, suddenly seemed cold. He realized that the only person he had truly trusted was gone.

He felt the prickle of tears behind his eyes. He slowly picked up the file on his desk, the weight of the tasks and responsibilities he now held filling him with a sudden, bone-deep weariness.

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