The sleek, modern kitchen of the television studio felt alien to Liam. Heโ€™d won a cooking competition, but now the prize seemed hollow. The recipe, the one he'd used, now published online for everyone to take, under someone else's name.

Liamโ€™s palms felt clammy. His breath came in shallow gasps. He found himself looking at the floor. The bright lights of the studio seemed to burn into his skin. He felt a burning sensation in his stomach.

He excused himself and fled from the studio, a sudden, urgent need to escape. The air outside felt frigid against his face, a stark contrast to the heat of the studio.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257