The fluorescent lights of the office seemed to hum with a particularly annoying frequency today. Sarah watched, arms crossed, as Mark, her replacement, attempted to navigate the labyrinthine filing system. He fumbled, pulling out the wrong folders, his brow furrowed in concentration. It was a familiar look, one Sarah had worn often in her first few weeks. Now, it just made her teeth itch.

"It's like this," she said, her voice sharp, barely masking the underlying agitation that churned in her stomach. She snatched the folder from his grasp, the sudden movement causing his startled, apologetic look. "You need to understand the Dewey Decimal system. It’s critical."

Her fingers moved with precise, practiced ease, demonstrating the flow of information. He, meanwhile, nodded eagerly, making notes on a pad. His enthusiasm grated on her nerves. She’d spent years perfecting her system, accumulating institutional knowledge that was now being casually… handed off. The thought sparked a fresh wave of unease.

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
0.261
👎0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🤩-0.210