The email sat in Sarah's inbox, a digital taunt. "Please find attached the schedule for your training of Ms. Emily Carter." Sarah swiveled in her chair, the cheap plastic groaning in protest. *Training.* As if she wasn't already drowning in her own workload. The little clock on her monitor ticked mocking seconds. A deep breath. She clicked the "Reply All" button and drafted a perfunctory response.

When Emily arrived, all bright-eyed and bushy-tailed, Sarah barely looked up. She pointed a finger at the mountain of paperwork on her desk. "That's everything. Figure it out." The newbie's smile faltered, but Sarah just busied herself with tapping on her keyboard, the click-clack a defiant rhythm.

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