He saw the long table, the plates, the glasses, the smiling faces. Each item, each face, seemed to be mocking him. He stood perfectly still, his body frozen in a posture of forced politeness. His hands felt cold, clammy. He could taste the metallic tang of fear in the back of his throat.

He took a deep breath, trying to steady himself. He reached for the microphone. He looked at the sheet of paper containing the speech, but the words blurred. The world around him seemed to spin.

He started speaking, the words coming out in a rush, a jumble of phrases that barely made sense. He felt a sense of immense relief when it was over. He couldn't wait to be done.

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