Clara stood in her late father’s workshop, the scent of sawdust and linseed oil filling the air. He’d always been a man of few words, preferring the language of his craft. She found the letter tucked inside a wooden toolbox. A letter of resignation. Dated back to when he was younger.

She ran a finger over the crisp lines of his signature, a familiar gesture that brought a lump to her throat. The words spoke of a dream deferred, of a passion unfulfilled. A profound ache settled in her chest, a weight she hadn't anticipated. She felt a sudden urge to flee the room, to escape the suffocating weight of the unsaid.

The room, usually comforting, now seemed to press in on her, the tools and materials suddenly unfamiliar and menacing. She took a shuddering breath, trying to steady herself against the onslaught of emotions.

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