The rain hammered against the windows of the small cafe. Emily stared at the dwindling number of RSVPs for her afternoon tea party. Liam's beach bonfire, just a few miles down the coast, was drawing a crowd. She knew, because the group chat was exploding with photos and boasts.

She felt a knot forming in her stomach, a tightness that made it difficult to breathe. She'd chosen the tea party hoping for quiet connection, shared confidences. She’d spent weeks preparing delicate finger sandwiches and baking scones.

She poured herself another cup of tea, the ceramic warm against her trembling hands. The rain mirrored the tears threatening to spill down her cheeks, a silent acknowledgement of her 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