"Another speaking engagement, huh, Ben?" Emily asked, attempting a casual tone. Ben, her childhood friend, had always told her he was a motivational speaker. He always had a ready smile and a perfectly polished suit. His car, a brand new sports model, sat outside her house.

Emily felt a tightness in her chest. She had just spent the last six months working tirelessly, and scraping by, to get her own business off the ground.

Ben launched into another detailed story, all about the importance of 'following your dreams'. She nodded, forcing a smile.

She excused herself to "get a drink". In the kitchen, the tap water tasted metallic.

Later, alone in her room, she sat at her desk. The half-finished business plan seemed less compelling. The work felt pointless. She closed the laptop, the screen reflecting her own tired face.

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