The silence in the room was deafening after Professor Ito’s announcement. Leo, struggling to maintain his composure, stared out the window. The rolling green fields outside the lecture hall usually calmed him, but today they only amplified his unease.

He felt the sudden urge to hide his face. He felt exposed. He was suddenly aware of the way his shirt clung to his back, the way his palms were sweating. He felt weak.

The others around him were already murmuring, planning the next steps, but he couldn't formulate a single coherent thought. He felt paralyzed. The research, the data, the years of work -- all of it suddenly seemed fragile, susceptible to ruin. He clenched his fists, forcing himself to breathe.

He left the meeting and found himself wandering aimlessly, the sun’s glare too bright, the sounds of the campus too loud.

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