The chipped porcelain of Mrs. Gable’s tea cup trembled slightly as she took a shaky sip. Thirty years. Thirty years she’d poured her heart into this profession, and what did she have to show for it? A dwindling pension and a classroom filled with apathetic teenagers. When the delivery man rang, she'd assumed it was another online order, probably more cat food.

The package was small, wrapped in thick brown paper, and tied with a faded green ribbon. Her name was scrawled on the front in a familiar, childish hand. Inside, nestled in tissue paper, was a framed photograph – a class picture from her very first year of teaching. There, in the front row, grinning up at her, was little Timmy Peterson, now the CEO of a tech giant. She could feel a clenching in her gut.

She tossed the photograph onto the cluttered kitchen table. The silence of the apartment seemed to press in on her, heavy and suffocating. Another success story, another achievement to add to the already overflowing pile of things she didn't have.

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