Maya slammed her laptop shut with a resounding thud. The sudden quiet of her bedroom was a stark contrast to the cacophony of internal noise that had just erupted. Her stomach churned, a cold knot forming in the pit. The relentless notifications pinging on her phone only amplified the feeling of being exposed, vulnerable. She wanted to scream. She wanted to disappear.

The article, plastered across the screen of her opened laptop, was titled “Confessions of a Teenage Drama Queen - And Her Diary!” It was a scathing review of her most private thoughts and feelings, laid bare for the world to scrutinize. Her cheeks burned, and she found herself struggling to swallow, a lump forming in her throat.

She paced the room, running a hand through her hair, tugging at the strands until her scalp ached. Her breath came in ragged gasps. She imagined the smirks, the whispers, the judgement that was sure to follow.

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