The discovery left Marie struggling to breathe. She clutched the letter, addressed to her deceased grandmother, as if it was a life raft. The words, filled with youthful promises and adoration, were sharp and poignant.

She sank into a chair, her vision swimming. The past felt so real, so close, that she could almost touch it. The regret and the lost opportunity to have shared her feelings were almost unbearable.

Her hands went numb. She got up from the chair and opened the window, trying to gasp in some fresh air. The world outside seemed distant, unreal, as if she were experiencing it through a filter.

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