The wind seemed to hit harder, as if it was pushing him away from the empty space. It had been decades, but the oak was supposed to be there. Its absence was a gaping wound in the familiar landscape. He’d driven the stake himself, a tiny boy wielding a shovel almost as tall as he was. Now, just a freshly-cut stump remained, the wood pale and exposed. He reached out a hand, his fingers tracing the rough surface. His breath hitched in his chest.

He turned and walked back to the car, each step heavy, as though lead weights had been sewn into his shoes. The world felt too bright, the birds’ chirping too loud. He gripped the steering wheel so tightly his knuckles shone white, then drove back home.

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