The house seemed to shrink around Sarah. The rooms were smaller, the furniture more worn. The familiar smells of her parents' cooking, which she used to crave, now filled her with a sense of unease. She'd been independent for so long, and now... this.

Her mother kept offering her tea, and asking her if she was sure she was comfortable. Every time, Sarah found herself wanting to scream, "No!" She wasn't comfortable. She wasn't sure of anything.

She’d spent the whole day just sitting. She sat on the couch, staring at the television. She sat at the kitchen table, staring out the window. She felt pinned, rooted to the spot, unable to move forward or back. Each slow tick of the clock was another reminder of her stalled life.

When her father came in and tried to give her a hug, she stiffened, and couldn’t bring herself to return the gesture.

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