Liam stared at the glowing screen, the words he had written fifteen years ago mocking him. He’d stumbled upon it by accident, a late-night internet rabbit hole. His cheeks burned, a slow flush creeping up his neck. He felt exposed, stripped bare in the harsh glare of the monitor.

His hands fidgeted, picking at the loose threads of his worn jeans. He felt a desperate need to retreat, to vanish. He grabbed the remote and switched on the TV, hoping to drown out the internal clamor, the voice that kept whispering, "They know."

He changed channels, then changed them again, the images blurring into a meaningless stream of noise. He needed something to distract his mind, to offer a moment of respite from the avalanche of memories that threatened to overwhelm him. He got up and went to the fridge, grabbing a bottle of water. He needed to do something, anything.

The cool water did little to quell the rising heat that had consumed his body, and left him feeling as if he were burning from the inside out. He stood paralyzed, uncertain how to proceed, feeling as if the foundations of his world were crumbling beneath him.

Emotion: shaken

Cluster: Fear / Anxiety
PC1 (Valence): -2.72 Negative
PC2 (Disposition): -0.86

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.351
unable0.269
focus0.266
😞0.258
λ‹€μ‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290