The vibrant colors of the campus cafe seemed to mock Liam's inner turmoil. He kept glancing at his phone, expecting a text message from his roommate, the one he had betrayed. The familiar buzz of his phone startled him. He looked at the message, and a wave of nausea rolled through him.

He hadn’t intended to read the journal. Curiosity had simply gotten the better of him. He felt a deep sense of shame. He closed his eyes, replaying the last few days in his head, a constant loop of dread and guilt.

He knew he needed to apologize, to explain. But the thought of facing his roommate filled him with a bone-chilling fear. His sandwich sat untouched on the table.

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