Emily stared at the invitation, the script swirling before her eyes. Sheโ€™d tried so hard to leave the past behind, to outrun the echoes of high school. The past suddenly seemed very present. She felt a chill, a deep, pervasive cold.

Her fingers traced the words, a mechanical motion. Sheโ€™d always been different, an outsider. The thought of being back in the same room, with the same people, felt like an icy blast. She shuddered.

She imagined the questions, the presumptions, the judgments. She felt a sudden urge to flee, to disappear. She crumpled the invitation in her fist and then carefully un-crumpled it, smoothing the paper flat. She didn't want to go. She knew she couldn't.

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
๐Ÿ˜ž0.299
๐Ÿ˜”0.277
๐Ÿ˜ฃ0.258
Suppressed:
de-0.567
la-0.488
l-0.271
(!)-0.267
(!)-0.257