Liam had spent the entire morning perfecting his signature cocktail, the "Crimson Comet," for the party. He’d even bought tiny cocktail umbrellas. He’d been anticipating this for weeks, the warm glow of anticipated companionship the only thing keeping him afloat after a tough work project.

The news landed like a physical blow. A text, a terse message from his best friend: “Can’t happen. My bad.” Liam felt his stomach clench, a cold knot forming in his gut. The Crimson Comets sat, useless and lonely, on the counter. His gaze drifted to the unopened gift he'd gotten, a leather-bound journal he’d envisioned using to write down the memories of the night.

He went to the window and stared at the park across the street, the swingsets still and empty. The city seemed too loud, the laughter of distant children too jarring.

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