“This can’t be happening,” Clara muttered, her voice a near-whisper. The email, informing her that her revolutionary cooking appliance was already patented, seemed to pulsate on her screen, mocking her. She ran a hand through her hair, tugging at the strands as if trying to rip away the reality of the situation. A wave of nausea hit her, and she felt the blood drain from her face. She closed her eyes, imagining the thousands of hours and the money lost, then opened them again, the truth still there, unyielding.

Emotion: worried

Cluster: Fear / Anxiety
PC1 (Valence): -2.02 Negative
PC2 (Disposition): -0.43

Role in Research

This story is one of 1,000 stories generated for the emotion worried. 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 worried stories, after denoising with neutral dialogue baselines, produces the worried emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worried vector is projected through the unembedding matrix.

Promoted:
worse0.285
S0.279
😰0.277
😣0.269
Worse0.250
Suppressed:
la-0.476
de-0.432
🎉-0.233
happy-0.231
"-0.228