Maya slammed her locker shut, the metallic clang echoing down the hallway. Her face felt hot, a flush creeping up her neck. Mr. Henderson, with his perpetually cheerful demeanor and dad jokes, was *following* her. On Instagram! She'd posted a silly video of her cat this morning, a completely innocent and private moment. Now, Mr. Henderson, of all people, had access to her feed. She chewed on her lip, a knot forming in her stomach.

The cafeteria felt suddenly overwhelming. Every bite of her sandwich tasted like cardboard, and the noise of chattering students grated on her nerves. She kept glancing at the door, half expecting to see him, to have to feign a smile while he attempted to make small talk. It felt like her personal space had been invaded.

She texted her best friend, Sarah, a string of angry emojis. "HE'S FOLLOWING ME." The rapid replies didn't help. The sheer audacity of it!

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