He’d spent weeks working on the application, meticulously crafting each sentence. Now, the rejection felt like a personal insult. Leo slammed his fist on the table, making the empty mug jump. The action surprised him, and he immediately regretted it.

He pushed away from the table, suddenly restless. He began pacing his tiny room, the worn rug crunching beneath his feet. He felt a pressure in his chest, a heavy weight that made it difficult to breathe.

He stopped at the window, staring out at the bustling city below. The lights twinkled, but they offered no comfort. He felt lost, adrift in the urban ocean. He felt himself shrinking.

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