He adjusted his tie, the knot suddenly feeling constricting. The ballroom buzzed, a kaleidoscope of faces and flashing cameras. Liam’s palms were slick, each bead of sweat tracing a cold path down his skin. He felt a dizzying pressure in his chest, making it hard to take full breaths. He’d rehearsed the speech a dozen times, but now, facing his mother, her eyes bright with anticipation, he felt utterly incapable.

He found himself staring at the centerpiece – a large floral arrangement. He could almost smell the lilies. He hated lilies. He wondered if anyone else felt the way he did, trapped and suffocated by the expectations of the moment.

“To my parents,” he stammered, his voice breaking on the first word. The room swayed slightly. He gripped the podium, needing something solid to anchor him. He looked over to his sister and she gave him a weak smile, but he couldn't return the gesture.

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