The email arrived mid-afternoon, nestled between a sales promotion for energy drinks and a reminder about library fines. Sarah stared at the subject line – “Important Announcement Regarding University Restructuring” – and a coldness spread through her. It was a grey, overcast day, the kind that always made the campus feel deserted, even with students milling about. Her hand trembled as she clicked.

The university was bankrupt, the message droned. Classes would cease. The campus, her home for the last three years, would be sold. Her coffee went cold on her desk, untouched. The carefully crafted schedule for her final semester – internships, the senior thesis, graduation – crumbled into dust in her mind.

She closed her laptop, her eyes stinging. The world outside seemed to shift. The familiar brick buildings, the worn cobblestone paths, the towering oak trees – all suddenly felt like cardboard cutouts, flimsy and about to be blown away. She needed air, and left her dorm, walking towards the muddy quad.

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