β€œWhat do you mean, gone?” Ben said, his voice flat. He looked at Professor Olsen, his face etched with disbelief. The professor nodded, his own expression grim. Ben felt a sudden, inexplicable heat flush his face.

He had poured everything into this thesis, into this collaboration. The idea of starting over, of finding a new advisor, felt like an insurmountable task. He took a step back, the world tilting slightly.

The library seemed to shrink, the stacks of books towering menacingly. He felt suddenly vulnerable, exposed. He wanted to shout, to scream, but the words stuck in his throat, a thick, uncomfortable knot.

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
πŸ‘-0.251
sonra-0.240
aud-0.240