The garage was cold and damp, a space usually filled with the comforting smell of car oil and the gentle hum of activity. Today, however, it felt oppressive. Heโ€™d been looking for a wrench, but instead, heโ€™d found a box. Inside, hidden beneath layers of old tools, was a bank statement.

The numbers on the page blurred. He sat on the workbench, feeling the rough wood pressing against him, the chill seeping into his bones. His wife, Lisa, was the practical one, always careful with money.

He felt a deep and unfamiliar hollow inside. He stared at the statement, the world around him fading away. The safe haven heโ€™d built seemed to have vanished.

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