The sunlight streaming through the attic window illuminated dust motes dancing in the air. Sarah rummaged, sifting through a box of old photographs, when her fingers grazed a folded piece of paper. It was a letter, penned in her tight, controlled script, addressed to her grandmother. She hadn't seen her grandmother in years, but reading the letter, she could practically hear her voice, now silent.

The letter was a litany of complaints, grievances that had festered over time. She wrote about her grandmother's constant disapproval of her choices, her relentless advice, her unwavering belief that Sarah was "difficult." Her heart thudded in her chest. She remembered the arguments, the slammed phone, the deafening silence that followed. The letter painted a portrait of a fractured relationship.

She let out a frustrated sigh, her shoulders slumping. She stared out the window, looking for any answer.

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