The air in the coach's office felt thick, heavy with unspoken truths. I shifted uncomfortably in the hard plastic chair, my palms dampening. The rhythmic ticking of the clock on the wall was the loudest sound.

He started speaking, and a pit opened in my stomach. I focused on the cracks in the ceiling, the peeling paint. I didn’t want to look at him. I didn't want him to see.

When he finished, I rose, my legs feeling like rubber. I muttered a goodbye, my voice cracking, then practically stumbled out of the room, desperate to escape the suffocating space.

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