He slammed the file shut, the sound echoing in the cramped office. It was the only sound. He stared at the administrator, his jaw clenched. The man's words, delivered with detached professionalism, had been a punch to the gut. The scholarship was gone. It had never been his. The injustice of it all, the years of hard work, felt suffocating. He felt a sudden, almost overwhelming urge to scream, to lash out. He pushed himself up from the chair, his movements stiff. The world swam before his eyes. He stumbled out into the hallway, the fluorescent lights seeming to pulse and throb. He needed air, needed space, needed… something. He found himself walking faster, his pace quickening with each step.

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