The empty swing set creaked in the gentle breeze. Across the park, Leo, his friend, sat on a bench, sketching in a notepad. The job application had felt like the only path forward. Now, the absence of certainty felt like a physical blow. He kicked a stray stone, watching it arc across the pavement.

He felt a deep yearning to return to his old life. To the comfort of simplicity, the ease of familiarity. But this feeling of loss was a sign of what he was potentially giving up.

He closed his eyes, the image of the interview playing on a constant loop in his mind, and opened them again. He didn't want to show his weakness, so he just walked away.

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