The fluorescent lights of the office hummed, a monotonous drone that seemed to amplify the clenching in Amelia’s jaw. "Okay, so this is the system for processing expense reports," she said, her voice tight, pointing with a deliberate stiffness at the monitor. The new hire, a fresh-faced kid named David, scribbled furiously in a notebook. She felt a surge of… something… as he nodded enthusiastically, completely oblivious to the years she’d poured into mastering this very system, the late nights, the forgotten lunches. It was all being handed over now, like a used car she'd loved to a stranger.

A headache began to throb behind her eyes. She focused on the cold glass of the water bottle on her desk. The office felt unusually warm, the air thick with unspoken things. She took a long, slow sip, watching David out of the corner of her eye as he fumbled with the mouse. She really wanted to just take the entire bottle and pour the water over her head.

He looked up, a smile plastered on his face. “Got it! So, just click here, enter the vendor code… easy peasy.” The casual use of the phrase made a small tremor run through her.

Emotion: bitter

Cluster: Shame / Guilt
PC1 (Valence): -1.78 Negative
PC2 (Disposition): 0.84

Role in Research

This story is one of 1,000 stories generated for the emotion bitter. 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 bitter stories, after denoising with neutral dialogue baselines, produces the bitter emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the bitter vector is projected through the unembedding matrix.

Promoted:
S0.447
striving0.238
😞0.236
aggravated0.225
soport0.223
Suppressed:
own-0.316
de-0.291
la-0.231
🤩-0.227
是非常-0.225