He'd been tidying the attic. Amongst the forgotten relics of their shared life, he'd discovered a small, leather-bound journal. He opened it, his fingers tracing the worn cover. Inside, a list, penned by his wife, Eleanor. “Learn to speak Italian.” He paused. He’d known she was interested in languages, but he’d assumed it was a casual interest.

His stomach clenched. He read the other entries – “Travel to Italy,” “Paint a landscape.” He felt a strange disconnect, like looking at the world through a distorted lens. He ran a hand through his hair, a gesture he wasn't often conscious of making.

The attic air felt thin, stale. He closed the journal, then opened it again. He needed to understand. He needed to know what else he didn't know.

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