"Unbelievable," Maria muttered under her breath, her voice tight with suppressed emotion. The secret account was a whirlwind of drama, gossip, and pointed comments, a world far removed from the polite facade her daughter displayed. A wave of heat flushed her cheeks.

She stood in the middle of the kitchen, feeling a chill despite the warm air. The vibrant, colourful art that her daughter always did seemed so distant. She felt her hands start to tremble. She slammed her hands down on the kitchen island and let out a frustrated sigh. She found herself craving solitude, a place to process the shock and disappointment.

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