The flickering of the overhead light made the package’s shadow dance on the floor. It was addressed to "Mr. John Carter." He had never seen a package before addressed to someone else. His new apartment felt cold and unwelcoming. Every tick of the clock was deafening. He felt a constant prickling sensation on his skin.

He'd tried to unpack, but his hands shook too much to be of any use. He kept finding himself staring out the window, at the empty street below. The package lay like a silent accusation. He felt exposed, vulnerable, like a creature caught in a spotlight. He hadn’t felt like this in years.

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