He reread the notice several times, the words blurring. He felt a sudden, crushing sense of isolation. His apartment had become his shell. The thought of breaking free, of having to start anew, was unbearable.

He moved to the window, staring at the street below. He felt a strange disconnection from everything he saw. He ran his hand over his face, feeling the stubble, the weariness.

The building had always felt like a shield, a protection from the world. Now, it was just another part of it, and he was alone, exposed to its harshness.

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