A coldness crept into Elias’s extremities as he entered the room. He felt a deep unease, the kind that settled into the pit of his stomach and wouldn’t let go. His journal lay open on his bed, the pages splayed like a dissected bird. He could tell, even from across the room, which page had been the focus of attention. His roommate, Ben, was whistling a cheerful tune, sorting through a pile of laundry. Elias moved towards his bed, his legs leaden, the air thick with unspoken accusation.

“Hey, man,” Ben chirped, not looking up. Elias mumbled a greeting, his gaze glued to the open pages. The words seemed to jump out at him, each sentence a betrayal. He wanted to scream, to accuse, but the words caught in his throat. He sat down heavily, the mattress dipping under his weight, a sudden weight on his shoulders. He felt exposed, stripped bare.

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