He stared at the chessboard, its familiar squares a dizzying array. He’d taught Leo the game, painstakingly explaining each pawn's potential, each knight’s quirky dance. Now, Leo devoured books on openings, memorized endgame strategies, and played with a ferocity that left him reeling. Tonight, the boy was undefeated. *Check*. The word hung in the air, a verbal punch. His stomach clenched. He ran a hand over his thinning hair, a sudden, unfamiliar heat flushing his cheeks. He felt a need to escape, to be free of the pressure. He abruptly stood up, his chair scraping loudly against the floorboards.

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