He stared at the photograph, the paper crinkling under his fingertips. The image showed them both, young and carefree, laughing under a summer sky. The memory of that camping trip, the crackling campfire, the shared stories, and the laughter, was supposed to be a point of connection.

The room was silent, save for the rhythmic tick of the grandfather clock in the corner. He’d asked her over, a summons that had sent a chill through him the moment he sent the message. He felt the familiar weight in his chest, the dull ache of anticipation.

"I think," she began, her voice hesitant, "that day... it affected me differently." The photograph blurred before his eyes.

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