He’d known, of course. David, the pompous, silver-tongued David, had charmed the editor with his "connections." And now, here was the physical manifestation of David's ambition: the front page of the magazine, her painstakingly researched piece on urban renewal, credited to *him*. A bitter taste coated her tongue, like stale coffee.

She crumpled the magazine in her fist, the glossy paper crinkling under the pressure. The air in her office, usually a sanctuary of focused work, felt suffocating. The sunlight streaming through the window seemed to mock her with its brightness. She found herself snapping at her colleagues, their innocent chatter grating on her nerves.

That evening, she cancelled her plans, ordering takeout and drowning herself in hours of mindless television. The flickering screen offered a momentary distraction, but the hollow feeling in her chest remained, heavy and unyielding. The pizza tasted like ash.

Emotion: resentful

Cluster: Shame / Guilt
PC1 (Valence): -1.47 Negative
PC2 (Disposition): 1.50

Role in Research

This story is one of 1,000 stories generated for the emotion resentful. 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 resentful stories, after denoising with neutral dialogue baselines, produces the resentful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the resentful vector is projected through the unembedding matrix.

Promoted:
S0.485
aggravated0.263
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210