The realtor had gushed about the "charming quirks" of the house. Liam’s lip curled. More like dilapidated disasters. He'd spent the last week patching leaks, fixing broken windows, and generally feeling like a glorified handyman. Now, he was relegated to the basement, where a damp smell clung to everything. He kicked at a loose stone in the foundation wall, frustration bubbling in his chest.

The stone gave way, revealing a cavity. He reached in, his fingers brushing against something smooth and cool. A wooden panel. He pulled at it, and it swung open, revealing a small, dark room. A wave of bitterness washed over him. Another project. Another headache. Another thing to fix.

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