He’d put in eight years. Eight years of late nights, missed lunches, and dealing with *this*. Now, they wanted Mark to show some fresh-faced kid the ropes? He slammed the instruction manual onto the table. The paper rattled. “Alright, Timmy,” Mark began, voice tight, “Here’s the deal.”

He launched into the explanation of the company’s archaic filing system, deliberately omitting crucial shortcuts. He moved with a speed that felt to him like slow motion, letting Timmy struggle to keep pace. Each task was described in excruciating detail, a pointed demonstration of the hoops Mark had jumped through. He caught Timmy’s eye once, and found the boy's brow furrowed, but quickly glanced away. Mark cleared his throat, pushing a stray hair from his face.

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