The Principal's words echoed in her mind: “Improve the scores, or else.” Ms. Evans stared at the stack of ungraded papers, each one a testament to the students’ struggles, and, in a way, her own. A headache was hammering at her temples, threatening to split her skull. She scrubbed at her eyes, feeling the familiar sting of exhaustion. The room was a mess, with papers scattered and books haphazardly piled.

A large, awkwardly wrapped package sat near the door. It was from Daniel, a student who had dropped out of school and she had tried to bring back. Inside was a framed painting, a vibrant abstract piece filled with color and movement. He'd written a note saying it was a reminder to not give up on the kids, nor herself.

Emotion: tense

Cluster: Fear / Anxiety
PC1 (Valence): -1.32 Negative
PC2 (Disposition): -0.53

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.213
😰0.191
느껴0.183
😣0.183
😖0.181
Suppressed:
a-0.260
de-0.258
la-0.256
happy-0.218
B-0.198