Lila sat on the floor, surrounded by a pile of photographs. Her great-aunt, known in the family for her tragic, early death, was pictured laughing, riding a horse, her hair blowing in the wind. She looked young and vibrant, the antithesis of the frail figure she was always portrayed to be. Lila's vision blurred.

Her hands shook as she picked up another photo. She felt a burning sensation behind her eyes, her head pounding. The reality presented in front of her was so jarring it made it hard to breathe. The carefully crafted family lore, the stories she had grown up with, no longer fit together. She wanted to scream, to lash out, to rend the fabric of her family’s history with her bare hands. She just sat, staring at the pictures, feeling lost.

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