“So,” I began, forcing a smile that didn’t reach my eyes. “This is your desk.” I gestured dismissively toward the empty workstation beside mine. The air felt thick, the space suddenly smaller. I was used to having my desk and my work, and the thought of giving it up made me want to scream.

The new guy, Kevin, was enthusiastic, full of questions. I answered them with as few words as possible, my voice flat, my responses clipped. I answered only when I was being directly asked and would immediately look back to my computer screen. He kept trying to make small talk, but I just nodded and typed, the rhythmic pounding of my fingers a defiant declaration of my importance.

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