The attic air tasted of dust and forgotten things. He hated the smell, a musty, choking scent that always made his nose itch. He'd only come up here because his mother had insisted, rattling on about clearing out "a few sentimental knick-knacks." Now, sifting through the mildewed cardboard boxes, he found it. A box labeled, in his mother's meticulous handwriting, "Michael's School Days."

His breath hitched. He ripped open the box, a wave of annoyance washing over him.

Inside, nestled amongst faded construction paper projects and dried macaroni art, were his assignments. Every single one. Spelling tests, book reports, science projects—all meticulously preserved. He slammed the lid shut. How could she?

He marched downstairs, the box banging against his legs with each step. "Mom!" he barked, his voice tight. "Why?"

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