He had been so sure. Liam had poured his heart and soul into the scholarship application, believing it was his ticket to a better future. The rejection email flashed across his phone screen. He froze mid-stride in the crowded hallway, his backpack slipping from his shoulder. Everything seemed to tilt. The cacophony of voices and the rush of students around him faded into a dull hum. He felt a disconnect, as if he were observing himself from a distance, numb and hollow. He couldn’t seem to process the meaning of the words.

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