The invitation felt heavy in Elara's hand, like a brick. She stared at it, the glossy paper mocking her. Retirement. For her mother. A milestone to celebrate, yet her stomach churned. It wasn't the party itself she was dreading, but the obligation to speak. To feign joy. To stand up there and pretend she was happy for a woman who seemed to constantly forget Elara existed. She crumpled the invitation in her fist, then smoothed it out, the creases mirroring the lines of worry etched across her face.

Later that evening, in front of the mirror, Elara practiced her smile. A brittle thing, it barely touched her eyes. She ran a hand through her hair, the strands catching on her fingers. The speech sat in a drawer, half-written. Filled with platitudes and hollow praise. She hated it. The whole situation felt like a suffocating performance.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210