The noise of the party was a constant assault on Emily's senses. She stood by the window, gazing at the city lights, seeking an escape from the manufactured merriment. Her shoulders slumped under the weight of expectation.

She had rehearsed her speech countless times, yet the words felt hollow and meaningless. The idea of celebrating felt distant, unreachable. She felt lost in a fog of self-doubt.

She saw her father laughing with colleagues, his face lit up. She wished she could share in his joy. Instead, she found herself retreating further into herself, the vibrant atmosphere feeling suffocating.

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