The air conditioning hummed, a low thrum that amplified the frantic rhythm of his own heartbeat. He adjusted the microphone, the metallic tang of it a stark contrast to the cloying sweetness of the cake on the dessert table. He wanted to run, disappear.

He had to do this. For his mother. He knew how important this was for her. He looked at her, saw her gentle smile, and felt a rush of something he couldn't hide.

He couldn't even meet her eye.

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