The microphone sat before him, a metallic spider that seemed to be observing him. He adjusted his tie, the knot suddenly feeling too tight, choking. He glanced at his mother, her eyes fixed on him, filled with a familiar expectation.

He cleared his throat. He’d worked on this speech for weeks. The words were carefully chosen to reflect their shared history, their bond. But as he spoke, each syllable felt like a brick in a wall that had been built around him.

He finished, and the room applauded. His father clapped him on the back, a hearty gesture that felt more like a physical constraint. He wanted to run, to scream, to break free from the suffocating love that had become his gilded cage.

Emotion: trapped

Cluster: Sadness / Despair
PC1 (Valence): -3.02 Negative
PC2 (Disposition): -0.80

Role in Research

This story is one of 1,000 stories generated for the emotion trapped. 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 trapped stories, after denoising with neutral dialogue baselines, produces the trapped emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the trapped vector is projected through the unembedding matrix.

Promoted:
S0.573
ness0.401
无法0.366
hopeless0.360
😞0.353
Suppressed:
la-0.740
de-0.376
l-0.339
several-0.323
excitedly-0.322