He tried to keep his tone even as he explained the intricacies of the code to the new junior developer, a kid named Leo. His fingers fumbled with the keyboard, the familiar tactile pleasure of typing gone. His mind was a jumble of fragmented thoughts, each competing for attention. He felt a wave of nausea wash over him.

He hadn’t realized how much this job had become a part of him. He looked around his office, at the posters, the half-finished projects, the detritus of a life spent in front of a screen. It felt like he was being forced to abandon a cherished friend. His vision blurred, and he had to take a few deep breaths.

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