The confetti gun lay on the counter, untouched. Liam’s heart sank, his carefully laid plans dissolving. He'd been looking forward to this party for a long time. The last text on his phone was a simple, brutal pronouncement: "It's off."

He felt a sudden tremor, a physical manifestation of his dismay. He walked into his bedroom and, without thinking, pulled the covers over his head. The darkness offered a small solace, a temporary escape from the echoing silence of his apartment and the bitter taste of disappointment.

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
πŸ˜”0.277
😣0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257