The cheerful chatter of the family gathering faded into a dull drone in Clara's ears. Her brother, Alex, had just declared his intention to join the Baha'i Faith. She felt a burning sensation in her throat. She found herself subconsciously clutching the edge of the table, her knuckles whitening.

She tried to focus on the intricate pattern of the tablecloth, a familiar comfort, but her thoughts raced. She struggled to comprehend the implications, the potential impact on their shared history, their traditions, everything.

“But…the holidays?” she blurted out, her voice high and strained. She imagined trying to explain this to her grandparents, the hurt it might cause. She was filled with… apprehension.

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