The professor’s words echoed in his ears, “Excellent essay, Mr. Chen. A truly compelling narrative.” James felt the words now felt like a taunt. He had seen his essay. The admissions guide. He’d flipped through it at the campus bookstore, and there it was, highlighted, praised. A chill went down his spine. He felt a tremor in his lip.

He abruptly stood up, pushing his chair back with a loud screech. He didn't even apologize, just turned and walked quickly out of the classroom, ignoring the surprised glances. He needed to get away, to clear his head, to be alone.

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