The embossed invitation felt heavy in Daniel's hand, like a brick. He hadn't seen most of these people in fifteen years. He kept turning it over, tracing the gold lettering with a thumb that suddenly felt clammy. His breath hitched in his chest as he replayed the last time he’d seen them all, the awkward goodbyes, the unspoken judgments. His stomach twisted, a familiar, unwelcome sensation.

He tossed the invitation onto the kitchen table, the crisp sound startling him. He quickly averted his gaze from it. He grabbed a glass of water, the ice clinking loudly as he poured, a desperate attempt to distract himself. He chugged it down, but the dryness in his mouth remained.

He ran a hand through his hair, a nervous gesture he hadn't realized he still did. The hair felt thin, thinner than it had been back then. He wondered if anyone would even recognize him. Would they remember the things he'd rather they forgot?

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
πŸŽ‰-0.233
happy-0.231
"-0.228