Clara slammed the filing cabinet shut, the metal door reverberating with the force of her frustration. She’d spent the morning meticulously organizing client files, a task she’d mastered after eight years. Today's task felt especially pointless.

She'd overheard the team lead talking to David, the new intern, about his first paycheck. A casual mention of the number had sent a jolt of heat through Clara's chest. She had nearly choked on her water.

Back at her desk, the computer monitor cast an unflattering glow on her face. Her fingers drummed a furious rhythm on the keyboard. She’d built her career here, weathered the ups and downs, mastered every skill. David, with his youthful enthusiasm, had been here for six weeks.

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