The news landed on Frank like a physical blow. His son, Liam, had announced his embrace of Hinduism. Frank, a man of staunch pragmatism and unwavering skepticism, felt a sense of disorientation. He had to sit. He sank down onto the worn leather armchair, the springs protesting under his weight. The comfortable familiarity of the room – the smell of old books, the dim lighting – seemed to mock him. He fumbled for his pipe, the familiar routine offering no solace, and the tobacco tasted like ash in his mouth. He stared at the ceiling, feeling lost, adrift.

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