“Dad, can we talk?” Liam’s voice was strained, the words catching in his throat. He sat across from his father at the kitchen table, the test results lying between them like a loaded weapon. The old man looked confused.

Liam tried to explain, his voice rising in pitch with each sentence, but his dad just shrugged, saying, "So what? We love you. That's all that matters." The simple statement, intended to comfort, grated on him. He felt trapped, as if his own truth was being dismissed. He shoved the chair back and strode out of the kitchen, slamming the door behind him.

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