The sterile white walls of the therapy room felt like a cage. Liam’s jaw clenched as he sat across from David, his former nemesis, now a counselor. David looked different. Softer. He had traded his cocky grin for a thoughtful frown. It was infuriating.

“So, what’s going on, Liam?” David asked, leaning forward, his voice a low, reassuring rumble. Liam wanted to tell him to go to hell. He wanted to scream about the playground taunts, the stolen bike, the years of feeling less-than.

He swallowed hard. He had to be here, for his wife. He needed to get over it.

“Everything’s fine,” he mumbled, avoiding eye contact. He hated the way David’s gaze still seemed to penetrate him, though it was now laced with an unbearable tenderness.

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