He stared at the journal's website, his breath catching in his throat. His story, the one he had poured his heart into for months, was published. But not under his byline. Under *hers*. Professor Eleanor Vance. He felt a dizzying emptiness bloom in his chest, as if all the air had been forced out.

He walked to the window, the image of the published article burned into his retinas. The city outside seemed to hum, a discordant symphony of noise he hadn't noticed before. He felt a profound disorientation, a sense that the world had shifted beneath his feet.

He found himself pacing the room, his hands clasped behind his back, a rhythm of controlled anxiety he employed when under extreme pressure. He needed to find a solution, and fast, but the fog in his mind made it a battle to even focus.

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
다시0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290