The musty smell of the basement clung to Emily’s clothes as she climbed the stairs. She felt a cold tremor in her hands. The file felt heavy in her arms. Why did she feel this way? Her father's draft resignation letter was in her hands.

She sat heavily on the kitchen chair, the letter unfolded on the table. The words, filled with ambition and a desire for independence, cut through her. Her father had always been a steady presence, reliable, predictable. This letter revealed a different man, a man with aspirations she never knew existed.

She felt a hollowness in her chest. His entire life – the job, the house, her, her siblings – was built on compromises. She had always thought he was content. Now, a deep, pervasive sadness washed over her. She pushed the letter away, unable to bear its weight.

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