The author, a thin, nervous-looking woman, stood before him, stammering apologies. "I... I just wanted to tell your story," she said, her voice barely audible. "I thought it was important."

He stared at her, his jaw clenched, his eyes narrowed. He felt a potent mix of resentment and bewilderment. He didn't speak. He couldn't. His throat felt constricted.

He slowly turned away, the woman's apologies fading into the background. He just needed to get away, to be alone, to process this. He walked to the door, opened it, and stepped outside, the cool air hitting his face.

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