Her breath hitched in her chest. The curated world presented in her daughter's secret account was a carefully constructed fiction, a stark contrast to the everyday reality she knew. A sense of alienation washed over her, a feeling of being on the outside looking in.

She sat heavily on the edge of her bed, her mind a jumble of thoughts. The walls of her familiar bedroom suddenly felt constricting, as if the space was shrinking around her. The silence of the house, usually a comfort, now felt oppressive. She wrapped her arms around herself, seeking a comfort she couldn’t quite find.

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