He read the notice, then reread it, his brow furrowed in disbelief. His face flushed with a mixture of anger and confusion. He felt a sudden, powerful urge to shout, but he clamped his mouth shut, afraid of what might come out.

He began to pace the floor, his strides rapid and uneven. His hands clenched and unclenched. He couldn't shake the feeling of being trapped, of being backed into a corner. He wanted to lash out, to break something, to vent the frustration that was boiling within him.

He kicked a small table, sending a lamp crashing to the floor. The sound startled him. He stood there, breathing heavily, staring at the debris. He felt a profound sense of emptiness, a void opening up inside him.

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