The sunlight streaming through the window seemed to intensify the dust motes dancing in the air. Michael shifted in his chair, a nervous tick returning to his eyelid. David’s announcement about a dog had taken him completely by surprise. He’d pictured them, the two of them, in their cozy little apartment, just the way they were, always.

His throat constricted. He hated change. He ran his hand through his hair, leaving it a mess. The idea of a dog, shedding, barking, needing constant attention, was a tight knot in his gut.

"I’ve already found a golden retriever puppy," David was saying, his voice buzzing with enthusiasm. "He's adorable." Michael stared at the wall, wishing he could rewind time.

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