"Are you sure you want to do this, Mom?" Emily asked, her voice barely a whisper. Her mother just sighed, her face etched with a weariness Emily had never seen before. The car engine sputtered to life as they pulled away from the curb. The house, their house, stood forlorn in the rearview mirror.

Emily felt a pressure in her chest, a physical weight that made it hard to breathe. The familiar route home seemed different today, the trees along the road taller, the sky a vast and uncaring blue. Her mother started humming a tune, a deliberate attempt at normalcy. But the forced cheerfulness only made the lump in Emily's throat grow larger. She squeezed her eyes shut, trying to hold back the tears that threatened to spill over.

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