The manuscript sat on the coffee table, a physical embodiment of his dashed hopes. The email, the cold, impersonal dismissal from his literary idol's publishing house, flashed in his mind. He’d expected excitement, validation, a pathway to his dream. Instead, he got… this.

He picked up a nearby mug, and his hand was unsteady. He watched as the coffee sloshed over the rim, staining the edge of his table. The rich smell, usually comforting, now turned his stomach.

He felt exposed, stripped bare. Each rejection was a building block in his self-doubt. He wanted to shout, scream, smash something. Instead, he retreated into himself, the silence in the room amplifying the hollowness he felt.

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