The afternoon sun streamed into the living room, illuminating dust motes dancing in the air. Sarah sat on the couch, fidgeting with the hem of her shirt. Across the room, her friend, Emily, was chatting animatedly on the phone, seemingly carefree. They were both waiting for the results of the same job application.

She couldn’t share her feelings with Emily, not really, not without feeling like she was admitting weakness. The silence of the apartment felt heavy, broken only by the occasional chatter from the TV.

Her hands felt clammy. She got up and walked over to the window, the movement feeling somehow clumsy and disconnected. The neighborhood looked completely normal, as if nothing special was happening.

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