He didn't bother to hide the weariness in his voice. "Alright, here's how you use the shredder," he said to the new hire, a young man named Tom. He pushed the machine toward him. "It's pretty simple."

He watched as Tom carefully fed the documents into the machine, his brow furrowed in concentration. He felt an intense fatigue wash over him. The shredder, the office, the whole thing felt… pointless.

"Any questions?" he asked, already knowing the answer. He already regretted agreeing to the whole thing, the interviews, the training sessions. He felt a sudden, sharp urge to be anywhere but here.

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