The list crackled in her trembling hand. She’d found it hidden in the back of his sock drawer. "Visit every continent." "Learn to play the guitar." "Find true happiness." The last entry was a simple line: "Be happy."

She sank onto the bed, the mattress sagging beneath her weight. The afternoon sun cast long shadows across the room, painting the walls in stripes of gold and grey.

Her throat ached. She couldn't understand. She took a deep breath, trying to steady herself. The silence of the house pressed in on her, heavy and suffocating. She felt utterly alone.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🀩-0.210