The attic door creaked open, admitting a sliver of sunlight. The air inside felt stale and oppressive. He didn't want to be here. He felt the weight of past failures.

He discovered a collection of handwritten recipes, neatly organized in a binder. The recipes were for dishes he'd never heard of, from a time he didn't know. He thought about his own inadequacies.

He carefully closed the binder, a knot forming in his stomach. He backed away slowly, as if afraid to disturb the stillness. He felt lost and uncertain.

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