The package, bearing the name "Ms. Olivia Blackwood," seemed to emanate a palpable aura of judgment. David, clutching his coffee mug, slowly circled it. The ceramic felt cold against his trembling hands. The room felt too large, too empty, even with all his unpacked boxes.

He found himself constantly checking the locks, double-checking the windows. His breath came in shallow, ragged gasps. The thought of opening the package, of potentially finding something unsettling, filled him with a profound unease. He set the mug down on the countertop, the clatter echoing in the tense silence.

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