He found the note on his desk, a tiny, innocuous square of paper. *Please see Ms. Henderson in HR regarding your new role in the IT department.* James crumpled it in his hand, a frustrated sigh escaping his lips. IT? He'd spent the last five years building a reputation in sales, winning awards and accolades. The thought of troubleshooting computers filled him with a bitter resentment.

His shoulders slumped, his usual confident posture replaced by a noticeable slouch. He kicked at a stray piece of paper under his desk. The coffee brewing in the break room suddenly smelled unappealing, the aroma previously a welcome scent in his mornings. He grabbed his coat, deciding to skip his usual coffee and leave the office.

“What a crock,” James muttered as he walked towards the elevator. The metal doors opened with a dull clang, a sound that amplified his simmering irritation. He pressed the button with unnecessary aggression, as if it could somehow express his profound displeasure.

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