The news of her promotion had been bittersweet. She had worked hard for years, but the accompanying responsibility was already crushing. Emma found herself staring blankly at the colorful scribbles on her fridge, courtesy of her niece. There, in the corner of a particularly messy scene, was the familiar outline of a stick figure with a huge, triangular head. It was Bartholomew, her imaginary friend, her protector from childhood. A wave of nausea washed over her.

She had fought so hard to leave her past behind. To become successful, to shed the awkwardness and fear that had defined her youth. The drawings felt like a betrayal, a mocking reminder of who she used to be. The weight of the world felt especially heavy today.

She closed her eyes, trying to focus on her breathing.

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