The ornate wrought-iron gate, usually a symbol of welcome, now felt like a barrier. Emily hesitated, her fingers tracing the cold metal. Her brother, Jake, was already halfway up the overgrown path, his shoulders slumped. She could feel a strange pressure building inside, a sensation like the world around her had been tilted.

She took a deep breath, trying to steady herself. The house, her grandmother’s house, was waiting. The thought of what lay inside, of the memories it held, filled her with a sense of dread.

She followed Jake, each step feeling heavy, each breath shallow. The air was still and humid, a suffocating blanket. She didn't want to go in. But she had to. There was no alternative.

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