The locker room felt cavernous, the silence amplified by the rhythmic thumping of his own heart. Liam ran a hand through his hair, dislodging a bead of sweat that trickled down his temple. He’d known this meeting was coming, a dark premonition that had shadowed every practice this week. He picked at the peeling paint on his locker door, the flakes clinging to his fingers like accusations.

Coach Miller’s voice, usually a booming command, was a strained monotone as he delivered the news. Liam stared at his shoes, at the scuffs and worn laces. He’d poured his heart into this sport, sacrificed everything. Now, it was just… gone.

He mumbled a thank you, his voice barely audible, then turned to leave. His legs felt shaky, like he was standing on a boat. The other players avoided his gaze, their faces a mixture of pity and discomfort. He just wanted to disappear.

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