Liam stared at the email again. Subject: “Job Application Update.” His breath hitched. It was the rejection. He re-read the part about "choosing a candidate whose qualifications more closely aligned..." He’d known. He just hadn't wanted to admit it.

He slammed his laptop shut, the metallic clang a harsh sound in the quiet apartment. He felt an intense need to pace. His steps were erratic and heavy as he crossed the room, again and again, like a caged animal.

He reached for his phone, and thought of calling his friend, the other applicant. He needed to know. The silence felt oppressive.

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