The classroom was a mess of papers and half-finished projects. Mr. Chen was exhausted, the demands of the job threatening to overwhelm him. The students, noisy and demanding, added to his frustration.

He returned to his desk to find a gift waiting. He didn't know the sender. He opened the package, which contained a small, leather-bound journal and a pen. A note was tucked inside.

The sender was a girl who had been quiet and withdrawn. Her note said, “Sometimes it helps to write things down.” He felt the pressure in his chest ease slightly. He turned away, and sat.

Emotion: sensitive

Cluster: Fear / Anxiety
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.75

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
ness0.304
😞0.282
😥0.272
😣0.271
own0.264
Suppressed:
la-0.679
de-0.660
a-0.281
"-0.280
(!)-0.242