The sterile scent of disinfectant and stale coffee clung to Ethan as he sat, paralyzed, in the uncomfortable airport chair. His flight to the adoption ceremony for his soon-to-be daughter was delayed – again. He had already missed the previous scheduled departure. Each announcement of a further postponement sent a jolt of panic through his system.

He bit his lip, tasting the metallic tang of fear. The brightly lit terminal seemed to shrink around him. The joyful chatter of families with small children, the sounds that usually brought him comfort, now felt like a cruel mockery. He envisioned the quiet disappointment on his daughter's face, the words she might not ever say, and his chest felt painfully tight.

He stared down at his hands, watching them tremble.

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