The tiny apartment felt smaller, suffocating, now. Liam swore he could hear the incessant chirping, even through his noise-canceling headphones. He slammed his laptop shut, the metallic clang echoing in the close quarters. Another late night working on the presentation, another night of a sleep deprived Liam.

He glanced towards the living room, where Maya was cooing at a tiny, fluffy ball of fluff. "He's just so *cute*!" she'd trilled earlier, ignoring Liam's pointed silence. Cute wasn't on his list of priorities right now. His list consisted of: finish presentation, sleep, maybe eat.

Liam stalked to the kitchen, opening the fridge with a deliberate thud. He grabbed a lukewarm bottle of water, the label already peeling. "Need anything?" he asked, his voice strained. Maya was probably still in the living room.

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