Liam felt the floor tilt beneath his feet. He’d just walked into the living room, whistling a jaunty tune, expecting to find Chloe knitting as usual. Instead, she was on the couch, headphones on, a language learning app glowing on her phone. He’d been about to ask her if she was free to see the new film.

Her eyes flicked up at him, then quickly back down. The language being spoken was Icelandic. His family had been speaking the language for generations. Now, it was like she’d donned a cloak, hiding something from him.

He cleared his throat, the sound loud in the sudden quiet. He felt a coldness creep into his chest, like a fist clenching. He realized he didn't even know what she was listening to. He didn’t know anything.

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