He found her at the local community center, volunteering at a food drive. He’d recognized her immediately, even after all these years. Emily, his childhood confidante, the girl who'd understood him better than anyone. He walked towards her, anticipation bubbling within.

“Emily? Wow, it’s been a while, hasn’t it?” He beamed. She looked up, her expression friendly, but…blank.

“Yes, it has. Do I know you?” she asked, her eyebrows arching slightly. He felt a wave of cold wash over him.

"Mark. Mark Harrison. We were inseparable in elementary school. Remember the time we hid in the library?" He watched as her brow furrowed slightly in a effort of concentration. A look of vague confusion settled across her face.

“I’m sorry, I don’t. Perhaps you have me confused with someone else?” He felt the blood drain from his face. His carefully rehearsed words died in his throat. He saw her smile turn dismissive as she turned to continue her work.

Emotion: indignant

Cluster: Anger / Hostility
PC1 (Valence): -0.44 Negative
PC2 (Disposition): 2.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.614
C0.369
de0.305
que0.295
😠0.288
Suppressed:
own-0.363
soon-0.302
optimistic-0.270
உற்ச-0.261
gradually-0.256