The email from Sarah, confirming her attendance at Marcus’s "epic pool party," landed in Emily's inbox with a thud. Emily's planned afternoon tea in the garden, with its delicate china and quiet conversation, suddenly felt fragile, almost pathetic.

She sighed, a slow, drawn-out sound. The thought of sunscreen-slicked bodies and loud music did little to excite her. She wanted, instead, the tranquility of her own company.

She found herself cancelling her nail appointment, the vibrant colors suddenly feeling garish. The garden, which had seemed so promising this morning, now appeared drab and uninviting.

She considered telling Marcus she had to work. The lie hovered on her tongue, then she bit it back. She wouldn't give him the satisfaction.

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