The news felt like a physical blow. James sat frozen, the email open on his screen. His fingers were numb, as if circulation had stopped. He closed his eyes, then quickly reopened them, as if trying to physically erase the words.

His lunch, a half-eaten sandwich, sat abandoned on his desk, the crusts already hardening. He could feel his heart hammering against his ribs, a frantic rhythm that mirrored the turmoil in his mind. He gripped the edge of his desk, knuckles white, as if trying to anchor himself to something solid.

"What am I supposed to do now?" he whispered, the question echoing in the silent office. He felt adrift, untethered from the familiar routine that had defined his days for so long.

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