The cafeteria buzzed with lunchtime chatter, a cacophony of voices and clattering trays. He picked at his sandwich, appetite gone. A familiar phrase, "Camp Whispering Pines," cut through the noise.

He looked up, meeting the gaze of his coworker, Kevin. Kevin was smiling. He felt a jolt of alarm.

"Remember the mosquito bites?" Kevin asked, chuckling.

He felt the color drain from his face. The air grew still, the sounds of the cafeteria fading into a distant hum. He wanted to run. He felt trapped.

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