She'd thought the attic was empty, just the usual cobwebs and forgotten dust bunnies. Wrong. As she pulled down a dusty box, it burst open, spilling its contents: a child's collection of half-broken toys.

She picked up a worn teddy bear. Its button eye had fallen off and was rattling loose inside. She couldn’t believe the sheer audacity of it. They'd just… left these things? Abandoned them?

Her jaw clenched. She kicked the box across the attic floor. What kind of people would just up and leave their garbage for someone else to deal with? This wasn’t fair.

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