He stared at the job posting on his computer screen. *Entry-Level Software Engineer*. The same job title he’d held for the past five years. He was being asked to interview and train the *replacement* for his position. A wave of nausea washed over him. He felt as if someone had punched him in the gut.

He leaned back in his chair, the squeak of the wheels grating on his nerves. He ran a hand over his face, trying to clear the fog in his brain. The office, usually a place of quiet focus, now felt like a prison. The clicking of keyboards and ringing of phones were a relentless cacophony.

He felt a deep sense of betrayal. He’d given everything to this company. And now, he was being treated like disposable cargo. He pressed his lips together, his jaw tight.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255