He found the package while returning home from his grueling job. *Sparkling Solutions: Cleaning Supplies* – it read. He felt a flush creep up his neck. He was Mark. Mark meticulously mopped and scrubbed and polished. He was fastidious. The previous tenant, a slob named Carol, left the place a mess.

He tore into the package, expecting some cheap mops. Instead, he found a complete kit. A pressure washer, specialized floor cleaner, and industrial-strength polish. He slammed the box onto the counter. This Carol, always trying to have it easy, as if she could just *buy* a clean home.

He grabbed his phone. He would be sure to make his displeasure known.

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