A vein throbbed in Michael’s temple. The request, from Jessica Miller, sat like a festering wound on his screen. Jessica. The girl who’d spread that rumor about his stutter, making him a laughingstock. Now, twenty years later, she wanted to be friends?

He leaned back in his chair, the office swivel creaking in protest. He remembered the humiliation, the days spent hiding in the library, the way his cheeks burned every time he heard her name. He slammed his fist on his desk, the force dislodging his coffee cup.

He finally clicked to view her profile. She looked… apologetic. Her bio was filled with generic platitudes about ‘living your best life’. He spat out a short laugh. He rejected her request, then deleted her from the 'people you may know' list.

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