Heโ€™d sat on the park bench for an hour, the crisp autumn air doing nothing to soothe the tremor in his hands. Michael had crafted the message with painstaking care, a heartfelt plea to his estranged daughter. Now, the text, filled with apologies and promises, was addressed to his ex-wife, Susan, instead. Heโ€™d meant to explain himself to his daughter, not her.

His stomach lurched. He felt the blood drain from his face, leaving him cold. He watched two kids play in the distance and, remembering the days heโ€™d done the same with his daughter, struggled to breathe. Susan would likely think it was some type of a manipulative ploy.

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