The university's email was a slap in the face. Emily reread it three times, each reading deepening the icy dread that had settled in her chest. Professor Thorne was leaving. *Again.* The man had changed universities more times than she’d changed her socks. She felt a burning in her throat.

She slammed the laptop shut, the sound echoing in her mostly empty apartment. She paced, her hands knotted together, the frustration bubbling like acid. She had poured her heart into this thesis, relying on Thorne’s input, his supposed expertise. Now, what?

She picked up her phone to text him, then thought better of it. What could she even say? Good riddance? She walked over to the window, stared out at the bustling city below, and felt an unfamiliar emptiness settle over her.

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