The world seemed to tilt on its axis for Chloe. Her brother, Liam, had always been a rock, the dependable one. Now, he was talking about Islam, about embracing a different faith. She felt a prickly heat rise up her neck. Her fingers traced the rim of her glass of water, back and forth, endlessly.

Chloe’s heart hammered against her ribs. She couldn't understand. She kept replaying their conversation in her head, searching for clues, for a hint of how this change had come to pass. She wanted to scream, to demand an explanation, but she swallowed the words, afraid of what might come out.

She thought of their childhood, the shared jokes, the inside references. Would those things still hold true? The thought made her feel…uneasy.

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