The world felt gray to Mrs. Rodriguez. The constant noise of the city, the relentless demands of the job, the feeling of being utterly invisible. Her throat tightened with a familiar ache as she graded another batch of essays, each one highlighting the lack of engagement.

A delivery arrived, a bouquet of sunflowers, the brightest color in a room that felt dimmed. They were from Daniel, a student who'd once been withdrawn and silent. The card read simply, “You saw something in me. Thank you.” A single tear escaped, tracing a path down her cheek.

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