“No way,” David muttered, scrolling through his Twitter feed. He’d seen the announcement posted by the university. He laughed – a short, brittle sound, laced with disbelief. Then he reread the post. The laugh died in his throat. His blood ran cold.

He sat up straighter, his posture rigid. He clicked on the link to the university’s website, as if expecting the news to magically disappear. But the official announcement was there, clear as day. He felt his face flush. He slammed his laptop shut, then threw it across the room. The crash echoed through the otherwise quiet apartment.

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