The air smelled strongly of potpourri, a scent that always reminded him of his grandmother's house. It was a smell that brought an unfamiliar feeling. He adjusted his glasses, the world blurring at the edges. His mouth felt dry. The laughter and chatter of the crowd seemed to echo in his ears.

He scanned the room, his gaze settling on his father, who gave him a reassuring nod. That didn't help. He had planned something lighthearted, a witty tribute. Now, all he could think about were the unresolved arguments, the unspoken hurts.

His opening sentence died in his throat. He felt an intense need to escape. His carefully constructed facade was crumbling, revealing the vulnerability he usually kept hidden.

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