"Impossible," Eleanor whispered, staring at the screen. She'd been up all night studying for a test. The words felt like a punch to the gut. All the sleepless nights, all the sacrifices – what was the point now? She’d always loved her school.

She rose from her desk, the movement jerky and unsteady. She felt a strange buzzing in her ears. She walked to her window and looked out at the city lights, once a source of inspiration, now a harsh and indifferent backdrop to her despair. Her jaw clenched. She felt a burning need to scream.

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
λ‹€μ‹œ0.257
Suppressed:
de-0.769
la-0.579
a-0.375
happy-0.292
"-0.290