Michael slammed the attic door closed, the old wood protesting with a groan. He carried the unopened letter, its envelope bearing his mother’s familiar handwriting, back into his kitchen. He perched on a stool, the letter clutched tight in his fist, and stared out the window.

The wind howled outside, mirroring the chaos inside him. His throat constricted, making it difficult to breathe. This letter… it was from when he was eighteen, a torrent of anger and resentment directed at his father. He’d meant to mail it during a particularly volatile period, but then...he'd changed his mind.

He let out a shaky breath, the air whistling past his lips. The space felt too tight, the walls seemed to be closing in on him. His hands fumbled for a lighter, his fingers clumsy as he tried to light a cigarette.

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