David found himself staring blankly at the notification. Professor Anya had accepted a position at a prestigious institution. He leaned back in his chair, the old wood groaning in protest. He had looked forward to presenting this thesis. Now what?

He felt a tightness in his chest, a subtle pressure that made it hard to breathe. The familiar surroundings of the university office had morphed into an impersonal space. The faces of his colleagues, usually welcoming, seemed to fade.

His carefully constructed academic timeline lay in tatters. He knew he had to find a new advisor, but the prospect felt paralyzing, like he was back at the beginning.

Emotion: dispirited

Cluster: Sadness / Despair
PC1 (Valence): -1.88 Negative
PC2 (Disposition): -0.98

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.398
S0.348
0.325
ness0.320
无法0.308
Suppressed:
de-0.297
l-0.256
👏-0.251
sonra-0.240
aud-0.240