The school felt smaller than he remembered. Or maybe it was just the looming presence of Mr. Henderson that made it seem that way. He’d barely entered the hallway when he saw him, still sporting that same receding hairline and the eternally cheerful smile that had always grated. His shoulders slumped involuntarily. He felt a familiar knot tighten in his stomach.

"Excuse me," he mumbled, trying to sidestep the man. But Henderson, of course, recognized him instantly.

"David! David Williams, is that you? Long time no see!" The jovial tone, the outstretched hand, the way his voice seemed to boom and fill the space – it all ignited something unpleasant within him. "And you have a little one here, I presume?"

He managed a tight smile. "Yes, this is Leo." He shoved Leo slightly forward, as if to shield himself.

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