John dropped his phone, the metallic clang echoing in the otherwise quiet room. He stared at the screen, the details of Liam’s party swimming before his eyes. All the careful planning, the meticulous preparation for his own birthday celebration, suddenly felt… pointless. He could feel a coldness creeping into his limbs.

He paced the room, his steps erratic. He ran a hand through his hair, tugging at the strands. The walls seemed to be closing in.

He found himself struggling to swallow. The air felt thick, heavy. He glanced at the calendar, at the date circled in red, now a stark reminder of his predicament. He couldn't seem to get his bearings.

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