The fire crackled merrily in the hearth, casting dancing shadows on the walls as David pulled the letter closer to the light. It was a missive addressed to his father, a man who, despite a lifetime of trying, he could never fully comprehend. David hadn't sent it. He had always been afraid of rejection.

He chewed on his lip, the wood fire's warmth doing little to thaw the iciness in his limbs. The room felt suddenly cramped, the air thick with unspoken things. The words on the page, filled with a desperate longing for connection, were a mirror reflecting his lifelong sense of disconnect.

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