The therapy session was a tightrope walk. Amelia found herself deliberately choosing the most innocuous topics, steering clear of any hint of vulnerability. Across from her, Daniel, the boy who'd once called her "Mousey," listened with a neutral expression. His office, a small, sun-filled room, felt suffocating.

She spoke about her job, her dog, the weather. He nodded, offering predictable affirmations. She could feel a coldness settling inside her. Every time his eyes met hers, the memory of his taunts, his laughter, resurfaced.

She watched him. He had a soothing voice. He offered water. He was trying to be kind. But the well of anger inside her remained. It wouldn’t budge.

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