He checked his watch again, a nervous tic that had developed since the announcement. John felt a knot tighten in his chest. His father’s retirement party. He’d meticulously planned his arrival, wanting to be the first to congratulate his dad. Now? He was stranded in Newark, the airport a prison of missed connections and broken promises.

The smell of stale coffee and disinfectant permeated the air, a scent that now seemed to embody his current predicament. He shoved his hands in his pockets, resisting the urge to pace. He thought about the face of his dad, who might now think he had forgotten, or that he didn't care enough to make the trip. That thought made his hands clench.

He scrolled through the pictures of his family on his phone, each smiling face a reminder of what he was missing. A deep sigh escaped him. The only way to deal with the situation was to numb himself. He went to the nearest bar and ordered a double scotch.

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