He stared at the photograph, the old sepia tone a faded reminder of a time when laughter came easily. His grandfather, holding the antique fishing rod. It was going, sold to settle a squabble between his siblings. The idea brought a dull ache to his temples, a pressure that was building. He’d known it was coming, yet the blow landed.

He turned away from the photo and walked to the window. The world outside seemed too bright, too loud. He couldn't focus. He felt an intense need to disappear, to be alone with his grief.

He tried to breathe deeply, but his breaths were shallow. He clenched his fists, the nails digging into his palms. He didn’t want to face anyone.

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