Sarah paced the length of her tiny apartment, the linoleum floor cold beneath her bare feet. The rejection letter from the patent office was tucked in her pocket, a hot brand against her thigh. She stopped abruptly, her breath catching in her throat. Her groundbreaking algorithm, the key to her dreams, was already someone else's. She muttered under her breath, a rapid string of incoherent words, a frantic attempt to make sense of the situation. Her hands clenched and unclenched at her sides, a silent plea for a different outcome.

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