The clinking of champagne glasses grated on her nerves. The incessant chatter, the forced laughter…it all felt like an assault. She watched her father, the guest of honor, and felt a coldness wash over her. He looked so happy, so content.

She was the one that had to stand up there and make pleasantries. She didn't want to. She felt a burning ache behind her sternum, a deep feeling of being overlooked and unimportant.

As she stepped up to the podium, she felt detached, a spectator in her own life. The prepared speech seemed useless, a flimsy facade of affection. She began to speak, her tone flat and devoid of warmth, hoping it would be over quickly.

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