The therapy group always felt like a waste of time. Mark sat at the back of the circle, arms crossed, trying to look as detached as possible. He hated the forced positivity, the cheerful acceptance of a life he found increasingly difficult to bear. He didn't want to be "grateful." He wanted to be *normal.*

Dr. Chen was going on about "finding strength in community." Mark tuned her out, letting his gaze drift towards the window. Outside, the world moved on, oblivious. Couples strolled hand-in-hand, children laughed, cars whizzed by. He was trapped in a slow-motion film reel, his life a muted, blurry image.

A new face joined the group. A young woman with a sharp haircut and even sharper eyes. She seemed to read his thoughts as she looked around, her lips turning down. He felt a rare moment of connection.

"I'm Alex," she introduced herself, her voice a low murmur. "And this is…"

"The worst," Mark finished for her. She met his gaze, a flicker of understanding passing between them. He felt a moment of something like relief, a bond in the midst of everything.

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
ζ„€0.261
πŸ‘Ž0.245
L0.241
Suppressed:
own-0.318
soon-0.225
随后-0.225
serendip-0.219
🀩-0.210