The weight of the room pressed down on him. The banquet hall was decorated with balloons and streamers, a vibrant display of joy that felt utterly foreign to him. He was seated at the head table, next to his father, who was regaling some colleagues with a loud, animated story. He felt a familiar knot forming in his stomach.

He fidgeted with his napkin, avoiding eye contact. He knew everyone was expecting him to gush, to offer up flowery prose about how wonderful his father was. The pressure was suffocating.

When his name was called, he rose slowly, his legs feeling heavy. He looked at the faces, expectant and eager. He opened his mouth, and the first words felt like a physical struggle to push out. His voice was cold, and he despised the way he sounded.

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