The air conditioning blasted a frigid wind as John showed the newbie, a guy named Brian, how to operate the heavy machinery. The metallic tang of the workshop usually felt comforting, but today it was oppressive. He gestured towards the controls, his hand clumsy and awkward, as if it had forgotten the movements it had performed countless times over the years.

His throat felt tight, and he could barely meet Brian's gaze. Each instruction felt like a confession, a surrender. He found himself avoiding eye contact, focusing instead on the grease-stained floor. The rhythmic thrum of the machinery seemed to intensify the thumping in his ears, a constant reminder of the changes to come.

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