He stared at the eviction notice, his mouth suddenly dry. A bead of sweat traced a slow path down his temple. His apartment, once a sanctuary, now felt like a cage closing in. He ran a hand through his already dishevelled hair, the movement jerky and anxious.

He had always prided himself on his independence, on his ability to handle anything life threw at him. Now, he felt exposed, stripped bare. The weight of his missed rent payments settled heavily on his chest, making it difficult to breathe. He felt a profound sense of isolation.

He found himself wandering the familiar streets outside his building, unable to go back inside. The bustling city, usually a source of energy, felt menacing, indifferent to his plight. Every passing face seemed to scrutinize him, to see his weakness.

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