The news broke as Liam was on his way to his part-time job at the local diner. He stopped dead in his tracks, his legs suddenly weak. He almost dropped his phone. The vibrant autumn leaves, usually a source of beauty, seemed muted, lifeless.

He thought of his student loan debt, the mountains of assignments, and all the plans for the future. He felt a tremor in his hands. He took a deep breath, fighting to keep the tears from falling. He pushed forward, his pace was slow, and each step felt heavier than the last. The diner, once a place of refuge, now seemed to represent a grim reality.

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